#T-SQL troubleshooting

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Troubleshooting TempDB Issues in Azure SQL Database

Azure SQL Database is a go-to for many due to its scalability and managed service offerings. Ensuring optimal performance hinges on properly managing the TempDB, a crucial system database that holds everything from temporary tables to caches for sorting. The TempDB’s size and performance are key to your database application’s speed and efficiency. TempDB and Core Count Explained There’s a…

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Senior Business Analysis Manager, Media Analytics – (PII data & integrations)

Job title: Senior Business Analysis Manager, Media Analytics – (PII data & integrations) Company: T-Mobile Job description: in hands-on blockytics or technical roles involving data requirements communication, solutioning, and multi-source data blockysis… proficiency in data blockysis, troubleshooting, and end-to-end data management. Proficiency in Excel and SQL is a must. Familiarity… Expected…

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What is Django for beginners.

What is Django for Beginners?

Django is a high-level web framework for Python that encourages rapid development and clean, pragmatic design. It was created to help developers build web applications quickly and efficiently, allowing them to focus on writing code rather than dealing with the complexities of web development. For beginners, Django offers a powerful yet accessible way to learn the fundamentals of web development while building real-world applications.

Understanding Django

At its core, Django is designed to simplify the process of building web applications. It follows the Model-View-Template (MVT) architectural pattern, which separates the application into three interconnected components:

Model: This component handles the data and business logic. It defines the structure of the data, including the fields and behaviors of the data you’re storing. In Django, models are defined as Python classes, and they interact with the database to create, read, update, and delete records.

View: The view is responsible for processing user requests and returning the appropriate response. It acts as a bridge between the model and the template, retrieving data from the model and passing it to the template for rendering.

Template: Templates are used to define the presentation layer of the application. They are HTML files that can include dynamic content generated by the view. Django’s templating engine allows you to create reusable components and maintain a clean separation between the presentation and business logic.

Key Features of Django

Django comes with a plethora of features that make it an excellent choice for beginners:

Batteries Included: Django is often described as a "batteries-included" framework because it comes with a wide range of built-in features. This includes an admin panel, user authentication, form handling, and security features, which means you can get started quickly without needing to install additional packages.

Robust Security: Security is a top priority in Django. The framework provides built-in protections against common web vulnerabilities such as SQL injection, cross-site scripting (XSS), and cross-site request forgery (CSRF). This allows beginners to focus on building their applications without worrying about security issues.

Scalability: Django is designed to handle high-traffic applications. Its architecture allows for easy scaling, making it suitable for both small projects and large-scale applications. As your application grows, Django can accommodate increased traffic and data without significant changes to the codebase.

Versatile Database Support: Django supports multiple database backends, including SQLite, PostgreSQL, MySQL, and Oracle. This flexibility allows beginners to choose the database that best fits their needs and easily switch between them if necessary.

Strong Community and Documentation: Django has a large and active community, which means there are plenty of resources available for beginners. The official documentation is comprehensive and well-structured, making it easy to find information and learn how to use the framework effectively.

Benefits of Using Django for Beginners

Ease of Learning: Django’s clear and consistent design makes it easy for beginners to grasp the concepts of web development. The framework’s use of Python, a language known for its readability and simplicity, further lowers the barrier to entry.

Rapid Development: With Django, you can quickly build and deploy web applications. The framework’s built-in features and tools streamline the development process, allowing you to focus on writing code rather than dealing with repetitive tasks.

Community Support: As a beginner, having access to a supportive community can be invaluable. Django’s community is welcoming and offers numerous tutorials, forums, and resources to help you learn and troubleshoot issues.

Portfolio Development: Learning Django allows you to build real-world applications that you can showcase in your portfolio. This is particularly beneficial if you’re looking to enter the job market as a web developer, as having practical experience can set you apart from other candidates.

Long-Term Viability: Django is a mature framework that has been around since 2005. It is actively maintained and updated, ensuring that it remains relevant in the ever-evolving landscape of web development. By learning Django, you are investing in a skill that will be valuable for years to come.

Getting Started with Django

If you’re a beginner looking to dive into Django, here’s a simple roadmap to get you started:

Install Python: Since Django is a Python framework, the first step is to ensure you have Python installed on your machine. You can download it from the official Python website.

Set Up a Virtual Environment: It’s a good practice to create a virtual environment for your Django projects. This keeps your project dependencies isolated from other projects. You can use tools like venv or virtualenv to create a virtual environment.

Install Django: Once your virtual environment is set up, you can install Django using pip, Python’s package manager. Run the command pip install django in your terminal to get started.

Create a New Project: Use Django’s command-line tool to create a new project. Run django-admin startproject projectname to generate the necessary files and directory structure.

Run the Development Server: Navigate to your project directory and run the command python manage.py runserver. This will start a local development server, allowing you to view your application in your web browser.

Build Your First App: Django encourages a modular approach to development. You can create individual applications within your project using the command python manage.py startapp appname. From there, you can define models, views, and templates to build your application.

Explore Tutorials and Resources: Take advantage of the wealth of tutorials, documentation, and online courses available for Django. Websites like Django’s official documentation, YouTube, and platforms like Udemy and Coursera offer valuable learning materials.

Conclusion

In summary, Django is an excellent choice for beginners looking to learn web development. Its powerful features, robust security, and supportive community make it an ideal framework for building web applications. By understanding the fundamentals of Django and following a structured learning path, you can quickly gain the skills needed to create dynamic, data-driven websites. Whether you’re looking to build a personal project, enhance your portfolio, or start a career in web development, Django provides the tools and resources to help you succeed.

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can t connect to sql server through vpn

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Troubleshooting SQL server connection issues

Troubleshooting SQL Server Connection Issues

Encountering connectivity problems with your SQL Server can be frustrating, especially when it disrupts critical operations. Whether you're a seasoned database administrator or a novice user, understanding common connection issues and how to troubleshoot them is essential for maintaining smooth database functionality.

One of the primary issues users face is the inability to establish a connection to the SQL Server. This could be due to various reasons such as network issues, firewall restrictions, or incorrect server configurations. Start by verifying the network connectivity between the client and the server. Ensure that the server is reachable from the client machine and that there are no network interruptions or DNS resolution problems.

Firewall settings can also block SQL Server connections. Check the firewall rules to ensure that the necessary ports (usually 1433 for default instances) are open for inbound connections. Additionally, consider any antivirus software that might be blocking SQL Server traffic and adjust the settings accordingly.

Another common culprit is incorrect server configurations. Double-check the server name, instance name (if applicable), and authentication method used in the connection string. Ensure that the SQL Server Browser service is running if connecting to a named instance.

If you're still unable to establish a connection, consider checking the SQL Server error logs for any relevant error messages. These logs can provide valuable insights into what might be causing the connection failures.

In some cases, the issue may lie with the client-side configuration. Ensure that the SQL Server Native Client or ODBC driver is installed and up-to-date on the client machine. Test the connection using tools like SQL Server Management Studio or the sqlcmd utility to isolate client-specific issues.

By systematically troubleshooting these common connection issues, you can quickly identify and resolve SQL Server connectivity problems, ensuring smooth database operations and minimizing downtime. Remember to document any changes made during the troubleshooting process for future reference.

VPN configuration for SQL server access

In the modern digital age, cybersecurity is of utmost importance to safeguard sensitive information. When it comes to accessing SQL servers remotely, configuring a Virtual Private Network (VPN) can greatly enhance the security of the connection.

A VPN creates a secure encrypted tunnel between the user and the server, ensuring that all data transmitted is protected from potential threats like hackers or snoopers. By utilizing a VPN for SQL server access, businesses can ensure that their valuable data remains confidential and safe from unauthorized access.

Setting up a VPN for SQL server access involves a few key steps. Firstly, you need to choose a reliable VPN service provider that supports secure protocols like OpenVPN or IPsec. Next, configure the VPN client on the user's device and connect to the VPN server using the provided credentials.

Once the VPN connection is established, users can securely access the SQL server as if they were physically present in the same location. This not only provides a layer of security for the data being transmitted but also allows for seamless remote work capabilities.

Overall, configuring a VPN for SQL server access is a proactive measure to bolster cybersecurity defenses and protect sensitive information from potential security breaches. By implementing this extra layer of protection, businesses can operate with peace of mind knowing that their data is secure and inaccessible to malicious entities.

Secure access to SQL server over VPN

When it comes to securing access to a SQL server, utilizing a Virtual Private Network (VPN) can be a highly effective solution. A VPN creates a secure and encrypted connection between the user and the SQL server, ensuring that data transmitted between the two points is protected from unauthorized access or interception.

One of the primary benefits of using a VPN for accessing a SQL server is the added layer of security it provides. By encrypting the connection, VPNs help to prevent unauthorized parties from intercepting and viewing sensitive data transmitted between the user and the server. This is especially important when dealing with sensitive information stored in a SQL database, such as customer data, financial records, or proprietary business information.

Additionally, using a VPN to access a SQL server allows for secure remote access. This means that authorized users can safely connect to the server from virtually anywhere, without compromising the security of the data being transmitted. This is particularly useful for organizations with remote employees or multiple offices that need to access the SQL server securely.

Overall, implementing a VPN for secure access to a SQL server is a proactive and effective measure to protect sensitive data and ensure the confidentiality and integrity of information stored in the database. By utilizing a VPN, organizations can enhance their cybersecurity posture and minimize the risk of data breaches or unauthorized access to their SQL server.

Resolving connection problems to SQL server via VPN

When encountering connection problems to a SQL server via VPN, it can be a frustrating experience for users and administrators alike. The ability to securely access the SQL server remotely is essential for many organizations, and any disruptions to this connection can impact productivity and overall operations.

One common issue that may arise when connecting to a SQL server via VPN is network configuration errors. It is crucial to ensure that the VPN settings are correctly configured to allow access to the SQL server. This includes verifying that the VPN connection is stable and that the necessary ports are open to establish a connection.

Another potential cause of connection problems could be firewall settings blocking the communication between the client machine and the SQL server. In such cases, adjusting the firewall settings to allow the SQL server traffic through can help resolve the issue.

Furthermore, issues with the VPN client software or outdated drivers can also lead to connection problems. Keeping the VPN client up to date and ensuring that the network drivers are functioning correctly is crucial for establishing a stable connection to the SQL server.

Additionally, network latency or bandwidth limitations can impact the VPN connection to the SQL server. Monitoring the network performance and addressing any bottlenecks can help improve the connection quality and stability.

In conclusion, resolving connection problems to a SQL server via VPN requires a systematic approach to troubleshooting network, firewall, and software issues. By identifying and addressing the root cause of the problem, users can ensure a reliable and secure connection to the SQL server for seamless remote access.

Network settings for connecting to SQL server through VPN

Title: Essential Network Settings for Connecting to SQL Server Through VPN

In today's interconnected digital landscape, ensuring secure and seamless access to SQL Server databases is paramount for businesses relying on critical data management. With the increasing adoption of remote work and the necessity of safeguarding sensitive information, configuring network settings for connecting to SQL Server through Virtual Private Networks (VPN) has become a fundamental practice.

To establish a robust connection to SQL Server via VPN, meticulous attention to network configurations is indispensable. Here are the key steps to optimize network settings for seamless SQL Server access:

VPN Configuration: Begin by configuring the VPN client on the accessing device. Ensure that the VPN client is compatible with the operating system and configured to establish a secure connection to the corporate network where the SQL Server resides.

Firewall Settings: Adjust firewall settings to permit VPN traffic and SQL Server communication. Open the necessary ports for SQL Server (typically TCP port 1433 for default instances) within the corporate firewall to facilitate data transmission between the client and server.

Network Address Translation (NAT): If the SQL Server is behind a NAT device, configure port forwarding or VPN passthrough to allow inbound traffic to reach the server. Verify that NAT traversal mechanisms are enabled to seamlessly navigate network address translation challenges.

VPN Tunneling Protocols: Select VPN tunneling protocols that prioritize security and performance. Common protocols such as OpenVPN, IPsec, and SSL/TLS offer varying levels of encryption and authentication, so choose the protocol that aligns with your organization's security policies.

DNS Resolution: Ensure proper DNS resolution for SQL Server hostname resolution over the VPN connection. Configure DNS servers to resolve internal hostnames, enabling clients to connect to SQL Server instances using domain names rather than IP addresses.

By meticulously configuring network settings in conjunction with VPN connections, organizations can fortify the integrity and accessibility of their SQL Server infrastructure. This proactive approach not only enhances data security but also fosters productivity by enabling remote access to critical databases with minimal disruption.

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What skills are required for an MSBI developer?

In today's data-driven world, the role of a Microsoft Business Intelligence (MSBI) developer is important. These professionals wield the power to extract valuable insights from data, steering organizations toward informed decision-making and strategic growth. With the demand for proficient MSBI developers soaring, it's paramount to grasp the core skills requisite for success in this domain. In this article, we delve into the fundamental skills necessary for an MSBI developer while addressing common queries surrounding embarking on a career in MSBI.

Critical Skills for an MSBI Developer

SQL Proficiency: A robust command over SQL (Structured Query Language) is indispensable for MSBI developers. Given that MSBI solutions primarily involve querying and manipulating data stored in relational databases, a sound grasp of SQL queries, joins, and data manipulation techniques is imperative.

Data Modeling and ETL: MSBI developers must possess a strong foundation in data modeling concepts and hands-on experience with ETL tools like SQL Server Integration Services (SSIS). Their ability to design and execute efficient ETL processes, encompassing data extraction, transformation, and loading, is paramount for success in this role.

Comprehension of Business Intelligence Concepts: An MSBI developer's repertoire should include a profound understanding of business intelligence principles and methodologies. This entails familiarity with data warehousing fundamentals, dimensional modeling techniques, and OLAP (Online Analytical Processing) methodologies, empowering developers to craft BI solutions tailored to meet business users' analytical needs.

Mastery of the MSBI Stack: Proficiency in Microsoft's BI stack—comprising SQL Server, SSIS, SQL Server Analysis Services (SSAS), and SQL Server Reporting Services (SSRS)—is non-negotiable for MSBI developers. Their adeptness with these tools enables them to architect end-to-end BI solutions seamlessly.

Problem-Solving Aptitude and Analytical Skills: MSBI developers must exhibit robust problem-solving skills and analytical prowess to discern business requirements, analyze data effectively, and devise solutions aligned with organizational objectives. Their capacity to troubleshoot issues and fine-tune BI processes for optimal performance is critical for delivering impactful solutions.

Effective Communication and Collaboration: Strong communication and collaboration skills are indispensable for MSBI developers. Their ability to convey technical concepts to non-technical stakeholders and collaborate seamlessly with cross-functional teams facilitates the delivery of BI solutions that resonate with business imperatives.

Source : msbi certification

Conclusion

Becoming a proficient MSBI developer demands a blend of technical prowess, analytical acumen, and business acuity. By honing these requisite skills and staying abreast of industry trends, individuals can carve a rewarding career path in MSBI, driving organizational success through data-driven insights and solutions.

Frequently Asked Questions

1.Does MSBI require coding?

Yes, MSBI development typically entails coding, encompassing SQL queries, T-SQL scripts, and SSIS packages. While a strong coding acumen is advantageous, MSBI developers may also leverage graphical tools and wizards offered by MSBI platforms to design and deploy BI solutions.

2.What does an MSBI developer do?

An MSBI developer shoulders the responsibility of conceptualizing, crafting, and maintaining Business Intelligence (BI) solutions using Microsoft's BI stack. This entails a gamut of activities such as data modeling, ETL development, creation of analytical cubes, report and dashboard generation, and optimization of BI processes for enhanced performance and scalability.

3.Is MSBI a promising career path?

Indeed, MSBI offers a promising career trajectory for individuals inclined towards data analytics and business intelligence. Given the escalating demand for data-driven decision-making, organizations are increasingly reliant on BI solutions to derive actionable insights from their data. Consequently, adept MSBI professionals are highly sought after across industries, rendering it a lucrative career avenue for aspiring BI developers.

People also read : How To Start Your Career As MSBI Developer?

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What is Full Stack Development

Full stack development refers to the practice of working on both the front end and back end parts of a web application. A full stack developer is proficient in multiple programming languages and frameworks, allowing them to handle all aspects of the development process.

The front end of a web application is what users interact with directly. It includes the user interface, design elements, and functionalities visible to users in their browsers. Front end technologies commonly used by full stack developers include HTML, CSS, and JavaScript, along with frameworks like React, Angular, or Vue.js for building interactive user interfaces.

On the other hand, the back end of a web application deals with server-side operations, database management, and business logic. Full stack developers work with back end technologies such as programming languages like Python, Ruby, Java, or JavaScript (Node.js), along with frameworks like Express.js, Django, Flask, or Spring Boot for handling server-side logic and data management.

In addition to front end and back end development, full stack developers are often familiar with databases (SQL or NoSQL) for storing and retrieving data, as well as version control systems like Git for managing code changes. They may also have knowledge of deployment processes and cloud platforms for hosting web applications.

Being proficient in both front end and back end technologies allows full stack developers to create complete, end-to-end solutions for web development projects. They can work on all layers of an application, from designing user interfaces to implementing server-side logic and deploying the final product, making them versatile and valuable assets to development teams.

Full Stack Development Roadmap

Sure, here's a comprehensive roadmap for full-stack development:

Basic Programming Skills

Learn a programming language like Python, JavaScript, or Java.

Understand concepts like variables, data types, control structures, and functions.

Version Control Systems

Familiarize yourself with Git and GitHub for version control and collaboration.

Front-End Development

HTML: Learn to create the structure of web pages.

CSS: Style your web pages and make them visually appealing.

JavaScript: Understand client-side scripting for interactive elements and dynamic content.

Front-End Frameworks and Libraries

Learn popular libraries/frameworks like React, Angular, or Vue.js for efficient front-end development.

Responsive Design and CSS Frameworks

Master responsive design principles using CSS frameworks like Bootstrap or Tailwind CSS.

Back-End Development

Choose a back-end language/framework such as Node.js, Python (Django, Flask), Ruby (Ruby on Rails), or Java (Spring Boot).

Learn about databases (SQL and NoSQL) and how to interact with them.

RESTful APIs

Understand how to design and consume RESTful APIs for communication between front-end and back-end.

Database Management

Learn SQL for relational databases like MySQL, PostgreSQL, or SQL Server.

Explore NoSQL databases like MongoDB or Firebase for non-relational data storage.

Authentication and Authorization

Implement user authentication and authorization using frameworks like OAuth, JWT, or sessions.

Testing and Debugging

Learn testing frameworks like Jest, Mocha, or Selenium for automated testing.

Practice debugging techniques to troubleshoot and fix issues in your applications.

Deployment and DevOps

Understand deployment strategies using platforms like AWS, Heroku, or DigitalOcean.

Learn about containers (Docker) and container orchestration (Kubernetes) for scalable deployments.

Familiarize yourself with continuous integration/continuous deployment (CI/CD) pipelines.

Security

Learn about common security vulnerabilities and how to mitigate them (e.g., OWASP Top 10).

Implement security best practices such as input validation, secure authentication, and HTTPS.

Performance Optimization

Optimize your applications for speed and performance using techniques like caching, lazy loading, and code splitting.

Continuous Learning and Improvement

Stay updated with new technologies, frameworks, and best practices in full-stack development.

Participate in online communities, attend webinars/conferences, and collaborate on open-source projects.

Soft Skills

Develop communication skills for effective collaboration with team members and stakeholders.

Practice problem-solving and critical thinking to tackle complex development challenges.

By following this roadmap and continuously honing your skills, you'll become a proficient full-stack developer capable of building robust and scalable web applications.

Java Full Stack Roadmap

Sure, here's a roadmap for becoming a Java Full Stack developer:

Learn Core Java

Start by learning the basics of Java programming language including syntax, data types, control flow, object-oriented programming concepts (classes, objects, inheritance, polymorphism), exception handling, and input/output operations.

Understand Data Structures and Algorithms

Gain a solid understanding of fundamental data structures like arrays, linked lists, stacks, queues, trees, and graphs. Also, learn algorithms for searching, sorting, and basic computational problems.

Learn Relational Databases

Study SQL (Structured Query Language) and relational database concepts. Learn how to design and interact with databases using tools like MySQL, PostgreSQL, or Oracle.

Web Development Basics

Learn HTML, CSS, and JavaScript for front-end development. Understand how to create static web pages, style them, and add interactivity using JavaScript.

Backend Development with Java

Dive into server-side development with java full stack roadmap . Learn about Servlets, JavaServer Pages (JSP), and Java frameworks like Spring Boot for building robust and scalable web applications.

Database Connectivity

Understand JDBC (Java Database Connectivity) for connecting Java applications with relational databases. Learn how to perform CRUD operations (Create, Read, Update, Delete) using JDBC.

Frontend Frameworks

Explore modern front-end frameworks like React.js, Angular, or Vue.js to build dynamic and interactive user interfaces for your Java web applications.

RESTful Web Services

Learn about REST (Representational State Transfer) architecture and develop RESTful web services using Java frameworks like Spring Boot or JAX-RS.

Version Control Systems

Familiarize yourself with version control systems like Git for managing your codebase, collaborating with teams, and tracking changes effectively.

Testing and Quality Assurance

Learn about software testing methodologies, unit testing frameworks like JUnit, and integration testing for ensuring the quality and reliability of your Java applications.

Containerization and Deployment

Understand containerization concepts using Docker for packaging and deploying your Java applications. Learn about container orchestration tools like Kubernetes for managing containers at scale.

Continuous Integration/Continuous Deployment (CI/CD)

Explore CI/CD pipelines using tools like Jenkins, GitLab CI/CD, or Travis CI to automate the build, test, and deployment processes of your Java applications.

Cloud Platforms

Familiarize yourself with cloud platforms like AWS, Azure, or Google Cloud Platform (GCP) for hosting, scaling, and managing your Java applications in the cloud environment.

Security Practices

Learn about web application security best practices, including authentication, authorization, data encryption, and protection against common security threats like SQL injection, XSS, CSRF, etc.

Continuous Learning and Growth

Stay updated with the latest trends, tools, and technologies in the Java ecosystem. Engage in continuous learning through online courses, workshops, conferences, and community forums.

By following this roadmap and continuously honing your skills, you can become a proficient Java Full Stack developer capable of designing, developing, and deploying end-to-end web applications.

 Python Full Stack Syllabus

Sure, here's a sample syllabus for a python full stack syllabus. Keep in mind that this is a general outline, and the actual content and duration of each topic may vary based on the course's depth and focus.

Week 1-2: Introduction to Python

Introduction to Python programming language

Variables, data types, and operators

Control structures: loops and conditionals

Functions and modules

Introduction to Object-Oriented Programming (OOP) in Python

Week 3-4: Front-End Development

Introduction to front-end development

HTML5 fundamentals

CSS3 basics: styling and layout

Introduction to JavaScript and DOM manipulation

Responsive web design using media queries

Week 5-6: Back-End Development with Flask

Introduction to back-end development

Introduction to Flask framework

Routing and views in Flask

Templates and Jinja2

Handling forms and form validation

Working with databases using Flask-SQLAlchemy

Week 7-8: Database Management

Introduction to Relational Databases (SQL)

SQL queries: CRUD operations

Database design and normalization

Introduction to ORM (Object-Relational Mapping)

Using SQLAlchemy ORM with Flask for database interactions

Week 9-10: Front-End Frameworks (React or Angular)

Introduction to front-end frameworks (React or Angular)

Setting up a front-end framework project

Components, props, and state management

Routing and navigation

Fetching data from APIs

Week 11-12: Deployment and Project

Introduction to deployment strategies

Deploying Flask applications on platforms like Heroku or AWS

Connecting front-end and back-end applications

Final project: Full-stack web application development using Python, Flask, and a front-end framework

Assessment:

Weekly quizzes and assignments

Mid-term project: Build a CRUD application using Flask and SQLAlchemy

Final project: Full-stack web application development project with deployment

Resources:

Online tutorials and documentation

Recommended textbooks and reading materials

Coding exercises and practice projects

Note: This syllabus is a general guideline and may be adjusted based on the instructor's preferences and the specific learning objectives of the course.

Skills Required for Full Stack Development

Full stack development is a comprehensive approach to web development that involves working on both the front end and back end of a web application. To excel in full stack development, you need a diverse set of skills that encompass various technologies, languages, frameworks, and tools. Here are the key skills required for full stack development:

Front-end Development:

HTML/CSS: Proficiency in creating and styling web pages using HTML for structure and CSS for presentation.

JavaScript (JS): Strong understanding of JS for interactive and dynamic user experiences. Familiarity with modern frameworks/libraries like React, Angular, or Vue.js is beneficial.

Responsive Design: Ability to design websites that adapt and function seamlessly across different devices and screen sizes.

Back-end Development:

Programming Languages: Proficiency in at least one server-side language such as JavaScript (Node.js), Python (Django/Flask), Ruby (Ruby on Rails), Java (Spring Boot), or PHP (Laravel).

Databases: Knowledge of database management systems like MySQL, PostgreSQL, MongoDB, or NoSQL databases for storing and retrieving data efficiently.

API Development: Experience in building RESTful or GraphQL APIs to enable communication between the front end and back end of the application.

Database Management:

Database Design: Understanding of database modeling, normalization, indexing, and optimization techniques.

SQL/NoSQL: Proficiency in writing SQL queries for relational databases and knowledge of NoSQL query languages for non-relational databases.

Server Management and Deployment:

Web Servers: Familiarity with web servers like Apache, Nginx, or Microsoft IIS for hosting web applications.

Cloud Platforms: Experience in deploying applications on cloud platforms such as AWS, Azure, Google Cloud Platform, or Heroku.

Containerization: Knowledge of containerization tools like Docker for creating, deploying, and managing application containers.

Version Control:

Git: Proficiency in using Git for version control, collaboration, and managing code repositories (e.g., GitHub, GitLab, Bitbucket).

DevOps and CI/CD:

Continuous Integration/Continuous Deployment (CI/CD): Understanding of CI/CD pipelines to automate testing, building, and deployment processes.

DevOps Tools: Familiarity with DevOps tools such as Jenkins, Travis CI, CircleCI, or GitLab CI/CD for automation and infrastructure management.

Software Development Lifecycle (SDLC):

Agile Methodologies: Knowledge of Agile practices like Scrum or Kanban for iterative development, collaboration, and project management.

Additional Skills (optional but beneficial):

Security: Awareness of web security principles, practices, and tools (e.g., HTTPS, OWASP Top 10 vulnerabilities).

UI/UX Design: Basic understanding of user interface and user experience design principles for creating intuitive and user-friendly interfaces.

Testing: Familiarity with testing frameworks like Jest, Mocha, Jasmine for unit testing, integration testing, and end-to-end testing.

Career Opportunities in Full Stack Development

Full Stack Developers are in high demand across industries, including IT companies, startups, e-commerce platforms, and more. Job roles may include Full Stack Developer, Web Developer, Software Engineer, and Application Developer. Salaries for Full Stack Developers vary based on experience, location, and company size but generally offer competitive pay and opportunities for career growth.

Conclusion

Full Stack Development offers a rewarding career path for tech enthusiasts looking to work on diverse projects and contribute to innovative solutions in the digital landscape. By mastering the necessary skills and staying updated with industry trends, individuals can embark on a successful journey in Full Stack Development.

FAQs (Frequently Asked Questions)

What programming languages are essential for Full Stack Development?

Full Stack Developers often need to be proficient in languages like Java, Python, JavaScript, and frameworks associated with them.

How long does it take to become a Full Stack Developer?

The time required to become a Full Stack Developer varies depending on prior experience, learning pace, and the complexity of technologies being mastered. It can range from several months to a couple of years.

Is Full Stack Development a good career choice?

Yes, Full Stack Development offers excellent career prospects with a high demand for skilled professionals and competitive salaries in the tech industry.

What are the typical responsibilities of a Full Stack Developer?

Full Stack Developers are responsible for designing, developing, testing, and deploying web applications, along with troubleshooting and maintaining existing systems.

How can one stay updated with the latest trends in Full Stack Development?

To stay updated, professionals can join tech communities, attend workshops, enroll in online courses, and regularly follow industry blogs and forums

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How to Hire the Perfect Full Stack Developer for Your Project

In today's fast-paced digital landscape, having a skilled full stack developer on your team is essential for the success of your web development projects. Full stack developers possess a broad skill set, enabling them to handle both front-end and back-end development tasks efficiently. However, finding the perfect full stack developer for your project can be challenging. In this blog post, we'll guide you through the process of hiring the right full stack developer to ensure your project's success.

1. Understand What a Full Stack Developer Does:

Before you start the hiring process, it's crucial to understand what a full stack developer does. A full stack developer is proficient in both front-end and back-end technologies, including HTML, CSS, JavaScript, databases, server-side languages (e.g., Python, Ruby, Node.js), and more. They can build an entire web application from start to finish, making them valuable assets to any development team.

2. Define Your Project Needs:

The first step in hiring a full stack developer is to clearly define your project's requirements and objectives. Determine the technologies, frameworks, and languages you'll need for your project. Understanding your project's scope and goals will help you identify the specific skills and experience you require in a full stack developer.

3. Look for a Strong Technical Skill Set:

When evaluating potential candidates, prioritize technical skills. A proficient full stack developer should have expertise in:

Front-end technologies like HTML, CSS, JavaScript, and relevant frameworks (e.g., React, Angular, Vue.js).

Back-end development, including server-side languages (e.g., Python, Ruby, Java, Node.js) and frameworks (e.g., Django, Ruby on Rails, Express.js).

Database management (SQL and NoSQL databases).

Version control systems (e.g., Git).

Knowledge of web security and best practices.

4. Assess Problem-Solving and Critical Thinking Skills:

Full stack developers often encounter complex challenges during project development. Look for candidates who can demonstrate strong problem-solving and critical thinking skills. Ask them about previous projects where they had to troubleshoot and find creative solutions.

5. Evaluate Communication and Teamwork:

Effective communication and teamwork are vital in any development project. Ensure that your chosen full stack developer can work collaboratively with your existing team members, understand project requirements, and communicate progress effectively.

6. Review Past Work and Portfolio:

Ask candidates for their portfolios and examples of previous projects. Examining their work will give you insight into their coding style, attention to detail, and the quality of their previous work. It's an excellent way to assess their practical skills.

7. Conduct Technical Interviews:

Consider conducting technical interviews or coding tests to assess a candidate's coding abilities. Ask them to complete coding challenges or provide solutions to real-world problems relevant to your project. This step can help you gauge their problem-solving skills and coding proficiency.

8. Check References:

Don't skip the reference-checking process. Contact previous employers or clients to inquire about the candidate's work ethic, reliability, and overall performance. References can provide valuable insights into a candidate's professional background.

9. Assess Soft Skills:

In addition to technical skills, consider a full stack developer's soft skills, such as adaptability, willingness to learn, and the ability to handle stress. These qualities are essential for working in dynamic development environments.

10. Discuss Compensation and Terms:

Once you've identified the right full stack developer for your project, have a transparent discussion about compensation, contract terms, and project milestones. Ensure both parties are on the same page regarding expectations and deliverables.

Conclusion:

Hiring the perfect full stack developer is crucial for the success of your web development project. By defining your project needs, assessing technical and soft skills, reviewing past work, and conducting thorough interviews, you can increase your chances of finding the ideal candidate. Remember that a skilled full stack developer can significantly impact the quality and efficiency of your project, so invest time and effort in the hiring process to ensure a successful outcome.

[bryanstrauch-blog]

Bryan Strauch is an Information Technology specialist in Morrisville, NC

Resume: Bryan Strauch

Bryan.strauch@gmail.com   919.820.0552(cell)

Skills Summary

VMWare:  vCenter/vSphere, ESXi, Site Recovery Manager (disaster recovery), Update Manager (patching), vRealize, vCenter Operations Manager, auto deploy, security hardening, install, configure, operate, monitor, optimize multiple enterprise virtualization environments

Compute:  Cisco UCS and other major bladecenter brands - design, rack, configure, operate, upgrade, patch, secure multiple enterprise compute environments. 

Storage: EMC, Dell, Hitachi, NetApp, and other major brands - connect, zone, configure, present, monitor, optimize, patch, secure, migrate multiple enterprise storage environments.

Windows/Linux: Windows Server 2003-2016, templates, install, configure, maintain, optimize, troubleshoot, security harden, monitor, all varieties of Windows Server related issues in large enterprise environments.  RedHat Enterprise Linux and Ubuntu Operating Systems including heavy command line administration and scripting.

Networking: Layer 2/3 support (routing/switching), installation/maintenance of new network and SAN switches, including zoning SAN, VLAN, copper/fiber work, and other related tasks around core data center networking

Scripting/Programming: SQL, Powershell, PowerCLI, Perl, Bash/Korne shell scripting

Training/Documentation:  Technical documentation, Visio diagramming, cut/punch sheets, implementation documentations, training documentations, and on site customer training of new deployments

Security: Alienvault, SIEM, penetration testing, reporting, auditing, mitigation, deployments

Disaster Recovery:  Hot/warm/cold DR sites, SAN/NAS/vmware replication, recovery, testing

Other: Best practice health checks, future proofing, performance analysis/optimizations

Professional Work History

Senior Systems/Network Engineer; Security Engineer

September 2017 - Present

d-wise technologies

Morrisville, NC

Sole security engineer - designed, deployed, maintained, operated security SIEM and penetration testing, auditing, and mitigation reports, Alienvault, etc

responsibility for all the systems that comprise the organizations infrastructure and hosted environments

main point of contact for all high level technical requests for both corporate and hosted environments

Implement/maintain disaster recovery (DR) & business continuity plans

Management of network backbone including router, firewall, switch configuration, etc

Managing virtual environments (hosted servers, virtual machines and resources)

Internal and external storage management (cloud, iSCSI, NAS)

Create and support policies and procedures in line with best practices

Server/Network security management 

Senior Storage and Virtualization Engineer; Datacenter Implementations Engineer; Data Analyst; Software Solutions Developer

October 2014 - September 2017

OSCEdge / Open SAN Consulting (Contractor)

US Army, US Navy, US Air Force installations across the United States (Multiple Locations)

Contract - Hurlburt Field, US Air Force:

Designed, racked, implemented, and configured new Cisco UCS blade center solution

Connected and zoned new NetApp storage solution to blades through old and new fabric switches

Implemented new network and SAN fabric switches

Network: Nexus C5672 switches

SAN Fabric: MDS9148S

Decommissioned old blade center environment, decommissioned old network and storage switches, decommissioned old SAN solution

Integrated new blades into VMWare environment and migrated entire virtual environment

Assessed and mitigated best practice concerns across entire environment

Upgraded entire environment (firmware and software versions)

Security hardened entire environment to Department of Defense STIG standards and security reporting

Created Visio diagrams and documentation for existing and new infrastructure pieces

Trained on site operational staff on new/existing equipment

Cable management and labeling of all new and existing solutions

Implemented VMWare auto deploy for rapid deployment of new VMWare hosts

Contract - NavAir, US Navy:

Upgraded and expanded an existing Cisco UCS environment

Cable management and labeling of all new and existing solutions

Created Visio diagrams and documentation for existing and new infrastructure pieces

Full health check of entire environment (blades, VMWare, storage, network)

Upgraded entire environment (firmware and software versions)

Assessed and mitigated best practice concerns across entire environment

Trained on site operational staff on new/existing equipment

Contract - Fort Bragg NEC, US Army:

Designed and implemented a virtualization solution for the US ARMY. 

This technology refresh is designed to support the US ARMY's data center consolidation effort, by virtualizing and migrating hundreds of servers. 

Designed, racked, implemented, and configured new Cisco UCS blade center solution

Implemented SAN fabric switches

SAN Fabric: Brocade Fabric Switches

Connected and zoned new EMC storage solution to blades 

Specific technologies chosen for this solution include: VMware vSphere 5 for all server virtualization, Cisco UCS as the compute platform and EMC VNX for storage. 

Decommissioned old SAN solution (HP)

Integrated new blades into VMWare environment and migrated entire environment

Physical to Virtual (P2V) conversions and migrations

Migration from legacy server hardware into virtual environment

Disaster Recovery solution implemented as a remote hot site. 

VMware SRM and EMC Recoverpoint have been deployed to support this effort. 

The enterprise backup solution is EMC Data Domain and Symantec NetBackup 

Assessed and mitigated best practice concerns across entire environment

Upgraded entire environment (firmware and software versions)

Security hardened entire environment to Department of Defense STIG standards and security reporting

Created Visio diagrams and documentation for existing and new infrastructure pieces

Trained on site operational staff on new equipment

Cable management and labeling of all new solutions

Contract - 7th Signal Command, US Army:

Visited 71 different army bases collecting and analyzing compute, network, storage, metadata. 

The data collected, analyzed, and reported will assist the US Army in determining the best solutions for data archiving and right sizing hardware for the primary and backup data centers.

Dynamically respond to business needs by developing and executing software solutions to solve mission reportable requirements on several business intelligence fronts

Design, architect, author, implement in house, patch, maintain, document, and support complex dynamic data analytics engine (T-SQL) to input, parse, and deliver reportable metrics from data collected as defined by mission requirements

From scratch in house BI engine development, 5000+ SQL lines (T-SQL)

Design, architect, author, implement to field, patch, maintain, document, and support large scale software tools for environmental data extraction to meet mission requirements

Large focus of data extraction tool creation in PowerShell (Windows, Active Directory) and PowerCLI (VMWare)

From scratch in house BI extraction tool development, 2000+ PowerShell/PowerCLI lines

Custom software development to extract data from other systems including storage systems (SANs), as required

Perl, awk, sed, and other languages/OSs, as required by operational environment

Amazon AWS Cloud (GovCloud),  IBM SoftLayer Cloud, VMWare services, MS SQL engines

Full range of Microsoft Business Intelligence Tools used: SQL Server Analytics, Reporting, and Integration Services (SSAS, SSRS, SSIS)

Visual Studio operation, integration, and software design for functional reporting to SSRS frontend

Contract - US Army Reserves, US Army:

Operated and maintained Hitachi storage environment, to include:

Hitachi Universal Storage (HUS-VM enterprise)

Hitachi AMS 2xxx (modular)

Hitachi storage virtualization

Hitachi tuning manager, dynamic tiering manager, dynamic pool manager, storage navigator, storage navigator modular, command suite

EMC Data Domains

 Storage and Virtualization Engineer, Engineering Team

February 2012 – October 2014

Network Enterprise Center, Fort Bragg, NC

NCI Information Systems, Inc. (Contractor)

Systems Engineer directly responsible for the design, engineering, maintenance, optimization, and automation of multiple VMWare virtual system infrastructures on Cisco/HP blades and EMC storage products.

Provide support, integration, operation, and maintenance of various system management products, services and capabilities on both the unclassified and classified network

Coordinate with major commands, vendors, and consultants for critical support required at installation level to include trouble tickets, conference calls, request for information, etc

Ensure compliance with Army Regulations, Policies and Best Business Practices (BBP) and industry standards / best practices

Technical documentation and Visio diagramming 

Products Supported:

EMC VNX 7500, VNX 5500, and VNXe 3000 Series

EMC FAST VP technology in Unisphere

Cisco 51xx Blade Servers

Cisco 6120 Fabric Interconnects

EMC RecoverPoint

VMWare 5.x enterprise

VMWare Site Recovery Manager 5.x

VMWare Update Manager 5.x

VMWare vMA, vCops, and PowerCLI scripting/automation

HP Bladesystem c7000 Series

Windows Server 2003, 2008, 2012

Red Hat Enterprise and Ubuntu Server

Harnett County Schools, Lillington, NC

Sr. Network/Systems Administrator, August 2008 – June 2011

Systems Administrator, September 2005 – August 2008

Top tier technical contact for a 20,000 student, 2,500 staff, 12,000 device environment District / network / datacenter level design, implementation, and maintenance of physical and virtual servers, routers, switches, and network appliances

Administered around 50 physical and virtual servers, including Netware 5.x/6.x, Netware OES, Windows Server 2000, 2003, 2008, Ubuntu/Linux, SUSE, and Apple OSX 10.4-10.6

Installed, configured, maintained, and monitored around 175 HP Procurve switches/routers Maintained web and database/SQL servers (Apache, Tomcat, IIS and MSSQL, MySQL) Monitored all network resources (servers, switches, routers, key workstations) using various monitoring applications (Solarwinds, Nagios, Cacti) to ensure 100% availability/efficiency Administered workstation group policies and user accounts via directory services

Deployed and managed applications at the network/server level

Authored and implemented scripting (batch, Unix) to perform needed tasks

Monitored server and network logs for anomalies and corrected as needed

Daily proactive maintenance and reactive assignments based on educational needs and priorities Administered district level Firewall/IPS/VPN, packet shapers, spam filters, and antivirus systems Administered district email server and accounts 

Consulted with heads of all major departments (finance, payroll, testing, HR, child nutrition, transportation, maintenance, and the rest of the central staff) to address emergent and upcoming needs within their departments and resolve any critical issues in a timely and smooth manner Ensure data integrity and security throughout servers, network, and desktops

Monitored and corrected all data backup procedures/equipment for district and school level data

Project based work through all phases from design/concept through maintenance

Consulted with outside contractors, consultants, and vendors to integrate and maintain various information technologies in an educational environment, including bid contracts

Designed and implemented an in-house cloud computing infrastructure utilizing a HP Lefthand SAN solution, VMWare’s ESXi, and the existing Dell server infrastructure to take full advantage of existing technologies and to stretch the budget as well as provide redundancies

End user desktop and peripherals support, training, and consultation

Supported Superintendents, Directors, all central office staff/departments, school administration offices (Principals and staff) and classroom teachers and supplementary staff

Addressed escalations from other technical staff on complex and/or critical issues 

Utilized work order tracking and reporting systems to track issues and problem trends

Attend technical conferences, including NCET, to further my exposure to new technologies

Worked in a highly independent environment and prioritized district needs and workload daily Coordinated with other network admin, our director, and technical staff to ensure smooth operations, implement long term goals and projects, and address critical needs

Performed various other tasks as assigned by the Director of Media and Technology and

Superintendents

Products Supported

Microsoft XP/Vista/7 and Server 2000/2003/2008, OSX Server 10.x, Unix/Linux

Sonicwall NSA E8500 Firewall/Content filter/GatewayAV/VPN/UTM Packeteer 7500 packet shaping / traffic management / network prioritization

180 HP Procurve L2/L3 switches and HP Procurve Management Software

Netware 6.x, Netware OES, SUSE Linux, eDirectory, Zenworks 7, Zenworks 10/11

HP Lefthand SAN, VMWare Server / ESXi / VSphere datacenter virtualization

Solarwinds Engineer Toolset 9/10 for Proactive/Reactive network flow monitoring

Barracuda archiving/SPAM filter/backup appliance, Groupwise 7/8 email server

Education

Bachelor of Science, Computer Science

Minor: Mathematics

UNC School System, Fayetteville State University, May 2004

GPA: 3

High Level Topics (300+):

Data Communication and Computer Networks

Software Tools

Programming Languages

Theory of Computation

Compiler Design Theory

Artificial Intelligence

Computer Architecture and Parallel Processing I

Computer Architecture and Parallel Processing II

Principles of Operating Systems

Principles of Database Design

Computer Graphics I

Computer Graphics II

Social, Ethical, and Professional Issues in Computer Science

Certifications/Licenses:

VMWare VCP 5 (Datacenter)

Windows Server 2008/2012

Windows 7/8

Security+, CompTIA

ITILv3, EXIN

Certified Novell Administrator, Novell

Apple Certified Systems Administrator, Apple

Network+ and A+ Certified Professional, CompTIA

Emergency Medical Technician, NC (P514819)

Training:

Hitachi HUS VM

Hitachi HCP

IBM SoftLayer

VMWare VCP (datacenter)

VMWare VCAP (datacenter)

EMC VNX in VMWare

VMWare VDI (virtual desktops)

Amazon Web Services (AWS)

Emergency Medical Technician - Basic, 2019

EMT - Paramedic (pending)

[thedbahub]

Top Factors That Can Disrupt SQL Server Log Shipping

SQL Server Log Shipping is a powerful tool for maintaining a standby server, but several factors can break the process. Log Backup Chain Breaks Directly taking transaction log backups outside the log shipping configuration can break the log chain. This scenario demands a meticulous approach to restore the sequence. Network Connectivity Issues Network connectivity issues between the primary…

[mattn]

SQLite3 でロジスティック回帰

なんとなく SQLite3 でロジスティック回帰できたら面白そうと思ったので作ってみた。

データセットは iris、sqlflow の DDL を使わせて頂いた。

sqlflow/example/datasets at develop · sql-machine-learning/sqlflow - GitHub

It should print the number of rows as the following: count(*) 10 Troubleshooting It usually takes ab...

http://bit.ly/2JaD7ZG

CREATE DATABASE IF NOT EXISTS iris; DROP TABLE IF EXISTS iris.train; CREATE TABLE iris.train (        sepal_length float,        sepal_width  float,        petal_length float,        petal_width  float,        class int); INSERT INTO iris.train VALUES(6.4,2.8,5.6,2.2,2); INSERT INTO iris.train VALUES(5.0,2.3,3.3,1.0,1); INSERT INTO iris.train VALUES(4.9,2.5,4.5,1.7,2); INSERT INTO iris.train VALUES(4.9,3.1,1.5,0.1,0); INSERT INTO iris.train VALUES(5.7,3.8,1.7,0.3,0); INSERT INTO iris.train VALUES(4.4,3.2,1.3,0.2,0); INSERT INTO iris.train VALUES(5.4,3.4,1.5,0.4,0); INSERT INTO iris.train VALUES(6.9,3.1,5.1,2.3,2); INSERT INTO iris.train VALUES(6.7,3.1,4.4,1.4,1); INSERT INTO iris.train VALUES(5.1,3.7,1.5,0.4,0); INSERT INTO iris.train VALUES(5.2,2.7,3.9,1.4,1); INSERT INTO iris.train VALUES(6.9,3.1,4.9,1.5,1); INSERT INTO iris.train VALUES(5.8,4.0,1.2,0.2,0); INSERT INTO iris.train VALUES(5.4,3.9,1.7,0.4,0); INSERT INTO iris.train VALUES(7.7,3.8,6.7,2.2,2); INSERT INTO iris.train VALUES(6.3,3.3,4.7,1.6,1); INSERT INTO iris.train VALUES(6.8,3.2,5.9,2.3,2); INSERT INTO iris.train VALUES(7.6,3.0,6.6,2.1,2); INSERT INTO iris.train VALUES(6.4,3.2,5.3,2.3,2); INSERT INTO iris.train VALUES(5.7,4.4,1.5,0.4,0); INSERT INTO iris.train VALUES(6.7,3.3,5.7,2.1,2); INSERT INTO iris.train VALUES(6.4,2.8,5.6,2.1,2); INSERT INTO iris.train VALUES(5.4,3.9,1.3,0.4,0); INSERT INTO iris.train VALUES(6.1,2.6,5.6,1.4,2); INSERT INTO iris.train VALUES(7.2,3.0,5.8,1.6,2); INSERT INTO iris.train VALUES(5.2,3.5,1.5,0.2,0); INSERT INTO iris.train VALUES(5.8,2.6,4.0,1.2,1); INSERT INTO iris.train VALUES(5.9,3.0,5.1,1.8,2); INSERT INTO iris.train VALUES(5.4,3.0,4.5,1.5,1); INSERT INTO iris.train VALUES(6.7,3.0,5.0,1.7,1); INSERT INTO iris.train VALUES(6.3,2.3,4.4,1.3,1); INSERT INTO iris.train VALUES(5.1,2.5,3.0,1.1,1); INSERT INTO iris.train VALUES(6.4,3.2,4.5,1.5,1); INSERT INTO iris.train VALUES(6.8,3.0,5.5,2.1,2); INSERT INTO iris.train VALUES(6.2,2.8,4.8,1.8,2); INSERT INTO iris.train VALUES(6.9,3.2,5.7,2.3,2); INSERT INTO iris.train VALUES(6.5,3.2,5.1,2.0,2); INSERT INTO iris.train VALUES(5.8,2.8,5.1,2.4,2); INSERT INTO iris.train VALUES(5.1,3.8,1.5,0.3,0); INSERT INTO iris.train VALUES(4.8,3.0,1.4,0.3,0); INSERT INTO iris.train VALUES(7.9,3.8,6.4,2.0,2); INSERT INTO iris.train VALUES(5.8,2.7,5.1,1.9,2); INSERT INTO iris.train VALUES(6.7,3.0,5.2,2.3,2); INSERT INTO iris.train VALUES(5.1,3.8,1.9,0.4,0); INSERT INTO iris.train VALUES(4.7,3.2,1.6,0.2,0); INSERT INTO iris.train VALUES(6.0,2.2,5.0,1.5,2); INSERT INTO iris.train VALUES(4.8,3.4,1.6,0.2,0); INSERT INTO iris.train VALUES(7.7,2.6,6.9,2.3,2); INSERT INTO iris.train VALUES(4.6,3.6,1.0,0.2,0); INSERT INTO iris.train VALUES(7.2,3.2,6.0,1.8,2); INSERT INTO iris.train VALUES(5.0,3.3,1.4,0.2,0); INSERT INTO iris.train VALUES(6.6,3.0,4.4,1.4,1); INSERT INTO iris.train VALUES(6.1,2.8,4.0,1.3,1); INSERT INTO iris.train VALUES(5.0,3.2,1.2,0.2,0); INSERT INTO iris.train VALUES(7.0,3.2,4.7,1.4,1); INSERT INTO iris.train VALUES(6.0,3.0,4.8,1.8,2); INSERT INTO iris.train VALUES(7.4,2.8,6.1,1.9,2); INSERT INTO iris.train VALUES(5.8,2.7,5.1,1.9,2); INSERT INTO iris.train VALUES(6.2,3.4,5.4,2.3,2); INSERT INTO iris.train VALUES(5.0,2.0,3.5,1.0,1); INSERT INTO iris.train VALUES(5.6,2.5,3.9,1.1,1); INSERT INTO iris.train VALUES(6.7,3.1,5.6,2.4,2); INSERT INTO iris.train VALUES(6.3,2.5,5.0,1.9,2); INSERT INTO iris.train VALUES(6.4,3.1,5.5,1.8,2); INSERT INTO iris.train VALUES(6.2,2.2,4.5,1.5,1); INSERT INTO iris.train VALUES(7.3,2.9,6.3,1.8,2); INSERT INTO iris.train VALUES(4.4,3.0,1.3,0.2,0); INSERT INTO iris.train VALUES(7.2,3.6,6.1,2.5,2); INSERT INTO iris.train VALUES(6.5,3.0,5.5,1.8,2); INSERT INTO iris.train VALUES(5.0,3.4,1.5,0.2,0); INSERT INTO iris.train VALUES(4.7,3.2,1.3,0.2,0); INSERT INTO iris.train VALUES(6.6,2.9,4.6,1.3,1); INSERT INTO iris.train VALUES(5.5,3.5,1.3,0.2,0); INSERT INTO iris.train VALUES(7.7,3.0,6.1,2.3,2); INSERT INTO iris.train VALUES(6.1,3.0,4.9,1.8,2); INSERT INTO iris.train��VALUES(4.9,3.1,1.5,0.1,0); INSERT INTO iris.train VALUES(5.5,2.4,3.8,1.1,1); INSERT INTO iris.train VALUES(5.7,2.9,4.2,1.3,1); INSERT INTO iris.train VALUES(6.0,2.9,4.5,1.5,1); INSERT INTO iris.train VALUES(6.4,2.7,5.3,1.9,2); INSERT INTO iris.train VALUES(5.4,3.7,1.5,0.2,0); INSERT INTO iris.train VALUES(6.1,2.9,4.7,1.4,1); INSERT INTO iris.train VALUES(6.5,2.8,4.6,1.5,1); INSERT INTO iris.train VALUES(5.6,2.7,4.2,1.3,1); INSERT INTO iris.train VALUES(6.3,3.4,5.6,2.4,2); INSERT INTO iris.train VALUES(4.9,3.1,1.5,0.1,0); INSERT INTO iris.train VALUES(6.8,2.8,4.8,1.4,1); INSERT INTO iris.train VALUES(5.7,2.8,4.5,1.3,1); INSERT INTO iris.train VALUES(6.0,2.7,5.1,1.6,1); INSERT INTO iris.train VALUES(5.0,3.5,1.3,0.3,0); INSERT INTO iris.train VALUES(6.5,3.0,5.2,2.0,2); INSERT INTO iris.train VALUES(6.1,2.8,4.7,1.2,1); INSERT INTO iris.train VALUES(5.1,3.5,1.4,0.3,0); INSERT INTO iris.train VALUES(4.6,3.1,1.5,0.2,0); INSERT INTO iris.train VALUES(6.5,3.0,5.8,2.2,2); INSERT INTO iris.train VALUES(4.6,3.4,1.4,0.3,0); INSERT INTO iris.train VALUES(4.6,3.2,1.4,0.2,0); INSERT INTO iris.train VALUES(7.7,2.8,6.7,2.0,2); INSERT INTO iris.train VALUES(5.9,3.2,4.8,1.8,1); INSERT INTO iris.train VALUES(5.1,3.8,1.6,0.2,0); INSERT INTO iris.train VALUES(4.9,3.0,1.4,0.2,0); INSERT INTO iris.train VALUES(4.9,2.4,3.3,1.0,1); INSERT INTO iris.train VALUES(4.5,2.3,1.3,0.3,0); INSERT INTO iris.train VALUES(5.8,2.7,4.1,1.0,1); INSERT INTO iris.train VALUES(5.0,3.4,1.6,0.4,0); INSERT INTO iris.train VALUES(5.2,3.4,1.4,0.2,0); INSERT INTO iris.train VALUES(5.3,3.7,1.5,0.2,0); INSERT INTO iris.train VALUES(5.0,3.6,1.4,0.2,0); INSERT INTO iris.train VALUES(5.6,2.9,3.6,1.3,1); INSERT INTO iris.train VALUES(4.8,3.1,1.6,0.2,0); DROP TABLE IF EXISTS iris.test; CREATE TABLE iris.test (        sepal_length float,        sepal_width  float,        petal_length float,        petal_width  float,        class int); INSERT INTO iris.test VALUES(6.3,2.7,4.9,1.8,2); INSERT INTO iris.test VALUES(5.7,2.8,4.1,1.3,1); INSERT INTO iris.test VALUES(5.0,3.0,1.6,0.2,0); INSERT INTO iris.test VALUES(6.3,3.3,6.0,2.5,2); INSERT INTO iris.test VALUES(5.0,3.5,1.6,0.6,0); INSERT INTO iris.test VALUES(5.5,2.6,4.4,1.2,1); INSERT INTO iris.test VALUES(5.7,3.0,4.2,1.2,1); INSERT INTO iris.test VALUES(4.4,2.9,1.4,0.2,0); INSERT INTO iris.test VALUES(4.8,3.0,1.4,0.1,0); INSERT INTO iris.test VALUES(5.5,2.4,3.7,1.0,1);

僕が作ってる Go の SQLite3 ドライバはユーザ関数を Go で書く事が出来る。

    sql.Register("sqlite3_custom", &sqlite3.SQLiteDriver{         ConnectHook: func(conn *sqlite3.SQLiteConn) error {             if err := conn.RegisterAggregator("logistic_regression_train", createLogisticRegressionTrain(conn), true); err != nil {                 return err             }             if err := conn.RegisterFunc("logistic_regression_predict", createLogisticRegressionPredict(conn), true); err != nil {                 return err             }             return nil         },     })     db, err := sql.Open("sqlite3_custom", ":memory:")     if err != nil {         log.Fatal(err)     }     defer db.Close()     _, err = db.Exec(`attach "iris.sqlite" as iris`)     if err != nil {         log.Fatal(err)     }

ユーザ関数とアグリゲート関数は動作が異なっていて、ユーザ関数は SELECT で使うと行毎に呼び出され、行毎の結果が返る。アグリゲート関数は行毎に Step メソッドが呼ばれ、最後に Done メソッドが呼ばれる。つまり集計関数になる。アグリゲート関数で以下の様に SELECT した結果を全て貰いモデルを作る。モデルは JSON 形式で出力する様にした。文字列を持ったテーブルにそのまま突っ込める。これを logistic_regression_train という関数名にした。

    _, err = db.Exec(`     drop table if exists iris.model;     create table iris.model(config text);     insert into iris.model     select         logistic_regression_train('{                 "rate":    0.1,                 "ntrains": 5000             }',             sepal_length,             sepal_width,             petal_length,             petal_width,             class         )     from         iris.train     `)     if err != nil {         log.Fatal(err)     }

次にこの JSON からモデルに戻し、引数で渡されたテストデータから推論する関数 logistics_regression_predict を作った。

    rows, err := db.Query(`     select         logistic_regression_predict('iris.model',             sepal_length,             sepal_width,             petal_length,             petal_width         ), class     from         iris.test     `)     if err != nil {         log.Fatal(err)     }     defer rows.Close()     for rows.Next() {         var predicted, class float64         err = rows.Scan(&predicted, &class)         if err != nil {             log.Fatal(err)         }         fmt.Println(math.RoundToEven(predicted), class)     }

ロジスティック回帰そのものは gonum を使って書いた。

func (s *logistic_regression) Done() (string, error) {     ws := make([]float64, s.X[0].Len())     for i := range ws {         ws[i] = s.rand.Float64()     }     for i := range s.y {         s.y[i] = s.y[i] / (s.maxy + 1)     }     w := mat.NewVecDense(len(ws), ws)     y := mat.NewVecDense(len(s.y), s.y)     for n := 0; n < s.cfg.NTrains; n++ {         for i, x := range s.X {             t := mat.NewVecDense(x.Len(), nil)             t.CopyVec(x)             pred := softmax(t, w)             perr := y.AtVec(i) - pred             scale := s.cfg.Rate * perr * pred * (1 - pred)             for j := 0; j < x.Len(); j++ {                 dx := mat.NewVecDense(x.Len(), nil)                 dx.CopyVec(x)                 dx.ScaleVec(scale, x)                 w.AddVec(w, dx)             }         }     }     fargs := make([]float64, w.Len())     for i := 0; i < w.Len(); i++ {         fargs[i] = w.AtVec(i)     }     var buf bytes.Buffer     err := json.NewEncoder(&buf).Encode(&model{         W: fargs,         M: s.maxy,     })     if err != nil {         return "", err     }     return buf.String(), nil }

この例では推論した値 predict と、正解の値 class が SELECT されるので Go で値を取り出すと推論が正しいか判断できる。

    for rows.Next() {         var predicted, class float64         err = rows.Scan(&predicted, &class)         if err != nil {             log.Fatal(err)         }         fmt.Printf(             "predict: %d (%d)\n",             int(math.RoundToEven(predicted)), int(class))     }

predict: 1 (2) predict: 1 (1) predict: 0 (0) predict: 2 (2) predict: 0 (0) predict: 1 (1) predict: 1 (1) predict: 0 (0) predict: 0 (0) predict: 1 (1)

正解率 90% なのでまずまずと言っていいのかな。

サンプルコードの位置づけだけど GitHub にコードを置いておきます。

GitHub - mattn/go-sqlite3-logistics-regression

Features → Code review Project management Integrations Actions Package registry Team management...

http://bit.ly/2W4WbPn

RとPythonで学ぶ[実践的]データサイエンス&機械学習 有賀 友紀, 大橋 俊介 技術評論社 / ￥ 3,218 (2019-03-26)   発送可能時間：在庫あり。

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Keeping documentation of the production IT infrastructure

Designing and optimization of IT infrastructure (networks, servers) in terms of the most efficient operation of production software

Support for « Traceability » software in the scope of configuration changes

Definition of the production infrastructure review plan

Developing the maintenance department in the area of application and IT infrastructure skills and troubleshooting

Required qualifications

I Education:

II Experience:

At least two years’ experience in a multinational company

III Skills / training:

Management of windows servers – good

SQL server management – good

Knowledge of SQL Clusters – good

HyperV knowledge – good

Knowledge of Windows NGD / scripts / installer – good

Knowledge of ITIL – good

Knowledge of IT security aspects – good

Knowledge of computer network design – good

Computer network management – very good

Programming (SQL) – very good

Backups (Management) – very good

Knowledge of Linux – basic

Knowledge of Windows CE – very good

English – good

Teamwork skills – good

Analytical thinking – very good

The ability to conduct training – good

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Major Responsibilities:

Operate according to the Operation Instruction strictly and guarantee production quality during completing production plan

Maintain the production safety and cleanness abide by the 5S requirements

To ensure the operation work by a standardization and keep a continuous improvement 

To accept the related training, certification, grading and job evaluation to guarantee all the work could be successfully completed.

To guarantee the quality of the product

Identify normal and abnormal situations and make corresponding responses

Assist team leader to make a continuous effort on the team construction, and put forward to rationalization proposals for quality, equipment, raw materials and other issues in the production process.

To make a continuous effort on the improvement on quality, cost of production and enhancement on productivity

Skills and Abilities/Qualification:

Expertise on mechanical and electrical

Good hands-on and operational skills

Great team work and strong ownership

Experience:

2 years and above working experience on manufacturing and operation

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Qualification required:

I   Education:

Engineering degree

Fluent use of English (spoken and written)

II  Experience:

Quality background – min. 1 year, preferably in automotive industry

Practical knowledge of 5WHY, PPAP, 8D

Problem solving methods knowledge is a plus (Red X, Six Sigma)

III Skills/trainings:

MSA, GD&T

High communication skills: written and verbal

Team work approach

Customer quality specific requirements knowledge (systems, standards, rating, other requirements) – for customers that apply.

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Lab Manager

Key responsibilities and authorities:

Co- ordinate activities of metrology, metallurgy, reliability and warranty laboratories

Supervise Laboratory personnel

Provide laboratory services to the manufacturing plant:

Machines run off activities

Support purchased parts PPAP approval process,

Support incoming material control,

Support Customer PPAP approval process,

Help manufacturing to stabilize process,

Validate results of analyses and test

Work with quality control in making major decision relating dispositions of nonconforming or suspected products

Ensure calibration of gages, measuring and test equipment for the plant (including production devices such as master parts, equipment load cell…)

Alert necessary people when some non- conformity is discovered

Make decisions to dispose non-confirming product

Provide technical documentation and data of measurement process

Implement and maintain quality requirements in his area of responsibility

Establish and introduce methods of measurement

Define proper devices for inspection & measurement

Participate in purchasing process of metrology and metallurgy equipment

Supervise & assure correct operation & services of all metrological and metallurgical equipment in the plant

Cooperate closely with production & engineering department

Participate in problem solving activities

Provide continues technical support to manufacturing operations

Provide continues improvement process for warranty analysis

Implement and maintain environmental requirements in his area of responsibility

Implement and maintain safety rules in his area of responsibility

Qualification requires:

Engineer degree in mechanical engineering

Min 2 years of experience in the same position

Excellent in English

Very good knowledge of measurements systems in metrology & metallurgy

People management experience

Quality background

Very good communication skills: written and oral

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Controls Engineer 

Misson :

Support Control Systems Engineering business plan strategy.

Controls engineer will be involved in machine procurement process, support Maintenance department for problem solving of manufacturing equipment in the plant, support continuous improvement and cost savings strategy

Responsibility :

Support manufacturing engineer in controls machine procurement, provide expertise in controls issues and support in-plant troubleshooting activity.

Ensure delivery for equipment with required capacity and capability

Maintain quality systems requirements of TS16949, ISO14000, PN18000, in definedarea of responsibility

Support plant in area of Health and Safety.

Meet First Time Quality and scrap goals in area of responsibility.

Support for achievement of Operational Availability and quick changeover on machines.

Participation in interdisciplinar workshops

Provide technical support maintenance.

Ensure proper level of spare tooling / optimize stock level / reduce tooling cost per produced piece .

Project participation

Coordinate compliance to local government safety and environment requirements

Special assigments according to needs

Qualifications:

Bachelor degree of electrical or electronics engineering required

AutoCAD capability preferred

Able to understand Transducers (Load, Torque, Flow meter, Temperature) & LVDT.

Knowledge in servo and motion controls (Allen Bradley, Mitsubishi, Schneider, Siemens).

Able to understand & program PLC (Modicon, Allen Bradley, Mitsubishi, Siemens), CNC experience is plus

Able to develop standard and specialized processes and tooling used in manufacturing production

Good personal communication skill

Able to read blueprints (ie. Controls schematics)

Able to understand and apply manufacturing standards and tools, including PDP, P/DFMEA, SPC, etc.

Able to generally understand the industrial hydraulic, pneumatic system and controls

Able to demonstrate qualified skill to operator and willing to work at the floor with operator

Able to clearly communicate in written and verbal English

Able to lead related team member (Engineering, Quality, Purchasing, Manufacturing)

Able to travel as required

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Basic duties and permissions:

Provide and oversee the daily manpower,

Scheduling employee shifts and planning,

Assigning and supervising the work and dispatch crews.

Monitor performance of production

Ascertain that staff members are working in compliance to the company’s procedures and protocols

Manages complex situations through interaction with internal and external customers

Identify problems in operations processes and ensure they are resolved in a time-efficient manner

Maintain accurate operations materials and documents for reference purposes

Provide recommendations for disciplinary actions including reprimanding, suspension and termination

Coordinate activities to ensure delivery of supplies and equipment in a time efficient manner

Oversee inventory of supplies and equipment

Conduct inspections to ensure production machinery are operational and efficient

Complies with the terms of local and national labor agreements

Ensures adherence to recommended safety procedures and good housekeeping practices

Implements the Nexteer Production System (Lean Manufacturing System)

Flawless launch of new product programs and processes

Lead culture change to support and drive through the Lean Manufacturing System implementation

Manages multiple manufacturing departments

Maintains scorecard performance to budget and coordinates assigning key tasks to support resources based on data in the scorecard

Required qualifications

I Education:

Bachelor’s degree in Engineering or Business

II Experience:

At least 10 years’ experience in a multinational company

III Skills / training:

Skilled in operating and examining production equipment for faults

High level of analytical ability where problems are complex

Well-developed oral and written communication skills and problem-solving techniques

High level of interpersonal skills to work effectively with others, motivate employees and elicit work output

Knowledge and experience in the principles and application of Lean Manufacturing processes

Knowledge of quality control procedures, manufacturing processes, scheduling and other management systems

Ability to work alternate shifts/work schedules

Experience in a union environment preferred

Good time management and organization skills.

Active listener

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