#fast database restore techniques

[thedbahub]

Embracing Snapshot Backups for Multi-Terabyte SQL Server 2022 Environments

In the bustling world of data management, where databases swell beyond the terabyte threshold, traditional backup methodologies stagger under the weight of time-consuming processes. Enter the knight in shining armor: snapshot backups. These backups are not just about speed; they’re a paradigm shift, offering a beacon of hope for quick restoration without the drag. Yet, this shift isn’t just a…

[hawkstack]

Using Linux for Database Administration: MySQL, PostgreSQL, MongoDB

Linux is the go-to operating system for database administration due to its stability, security, and flexibility. Whether you’re managing relational databases like MySQL and PostgreSQL or working with a NoSQL database like MongoDB, Linux provides the ideal environment for robust and efficient database operations.

In this post, we’ll explore how Linux enhances the administration of MySQL, PostgreSQL, and MongoDB, along with best practices for maintaining high performance and security.

Why Use Linux for Database Administration?

Stability and Performance: Linux efficiently handles high workloads, ensuring minimal downtime and fast processing speeds.

Security Features: Built-in security mechanisms, such as SELinux and iptables, provide robust protection against unauthorized access.

Open-Source and Cost-Effective: With no licensing fees, Linux offers complete flexibility and cost savings for startups and enterprises alike.

Community Support and Documentation: A vast community of developers and system administrators ensures continuous support and updates.

1. Managing MySQL on Linux

Overview of MySQL

MySQL is a popular open-source relational database management system known for its speed and reliability. It is widely used in web applications, including WordPress, e-commerce platforms, and enterprise solutions.

Key Administrative Tasks in MySQL

User Management: Create, modify, and delete database users with specific roles and permissions to enhance security.

Backup and Recovery: Regular backups are crucial for data integrity. Linux provides tools like cron to automate backup schedules.

Performance Tuning: Optimize query performance by configuring buffer sizes and enabling caching.

Security Configurations: Implement security measures such as data encryption, firewall configurations, and access control lists (ACLs).

Best Practices for MySQL on Linux

Regularly update MySQL and the Linux OS to protect against vulnerabilities.

Monitor system performance using tools like top, htop, and vmstat.

Secure remote access by restricting IP addresses and using SSH keys for authentication.

2. Managing PostgreSQL on Linux

Overview of PostgreSQL

PostgreSQL is an advanced open-source relational database known for its powerful features, including support for complex queries, custom data types, and full ACID compliance. It is commonly used in enterprise applications and data analytics.

Key Administrative Tasks in PostgreSQL

User and Role Management: Assign granular permissions and roles for enhanced security and access control.

Backup and Restoration: Use robust tools like pg_dump and pg_restore for consistent and reliable backups.

Performance Optimization: Tune query execution by optimizing indexes, adjusting shared buffers, and analyzing query plans.

Replication and High Availability: Implement streaming replication for high availability and disaster recovery.

Best Practices for PostgreSQL on Linux

Regularly maintain and vacuum databases to optimize storage and performance.

Enable logging and monitoring to detect slow queries and optimize performance.

Secure database connections using SSL and configure firewalls for restricted access.

3. Managing MongoDB on Linux

Overview of MongoDB

MongoDB is a popular NoSQL database that stores data in flexible, JSON-like documents. It is known for its scalability and ease of use, making it suitable for modern web applications and big data solutions.

Key Administrative Tasks in MongoDB

User Authentication and Authorization: Secure databases using role-based access control (RBAC) and authentication mechanisms.

Data Replication and Sharding: Ensure high availability and horizontal scalability with replication and sharding techniques.

Backup and Restore: Perform consistent backups using tools like mongodump and mongorestore.

Performance Monitoring: Monitor database performance using MongoDB’s built-in tools or third-party solutions like Prometheus and Grafana.

Best Practices for MongoDB on Linux

Use the WiredTiger storage engine for better concurrency and data compression.

Monitor and optimize memory usage for improved performance.

Secure communication with SSL/TLS encryption and IP whitelisting.

Performance Tuning Tips for Linux Databases

Optimize Memory Usage: Adjust buffer sizes and cache settings to enhance database performance.

Enable Query Caching: Speed up repeated queries by enabling caching mechanisms.

Monitor System Resources: Use monitoring tools like Nagios, Prometheus, and Grafana to track resource usage and database performance.

Automate Maintenance Tasks: Schedule routine tasks like backups, vacuuming, and indexing using Linux cron jobs.

Enhance Security: Secure databases with firewalls, SELinux, and role-based access controls.

Conclusion

Using Linux for database administration provides unmatched stability, performance, and security. Whether you are working with MySQL, PostgreSQL, or MongoDB, Linux offers a robust environment for managing complex database operations. By following best practices for installation, configuration, performance tuning, and security, you can ensure high availability and reliability of your database systems. For more details click www.hawkstack.com 

[suhailms]

Mastering Database Administration with Your Path to Expert DB Management

In the age of data-driven businesses, managing and securing databases has never been more crucial. A database administrator (DBA) is responsible for ensuring that databases are well-structured, secure, and perform optimally. Whether you're dealing with a small-scale application or a large enterprise system, the role of a database administrator is key to maintaining data integrity, availability, and security.

If you're looking to build a career in database administration or enhance your existing skills, Jazinfotech’s Database Administration course offers comprehensive training that equips you with the knowledge and hands-on experience to manage databases efficiently and effectively.

In this blog, we’ll explore what database administration entails, why it's an essential skill in today's tech industry, and how Jazinfotech’s can help you become an expert in managing and maintaining databases for various platforms.

1. What is Database Administration (DBA)?

Database Administration refers to the practice of managing, configuring, securing, and maintaining databases to ensure their optimal performance. Database administrators are responsible for the overall health of the database environment, including aspects such as:

Data Security: Ensuring data is protected from unauthorized access and data breaches.

Database Performance: Monitoring and optimizing the performance of database systems to ensure fast and efficient data retrieval.

Backup and Recovery: Implementing robust backup strategies and ensuring databases can be restored in case of failures.

High Availability: Ensuring that databases are always available and accessible, even in the event of system failures.

Data Integrity: Ensuring that data remains consistent, accurate, and reliable across all operations.

Database administrators work with various types of databases (SQL, NoSQL, cloud databases, etc.), and they often specialize in specific database management systems (DBMS) such as MySQL, PostgreSQL, Oracle, Microsoft SQL Server, and MongoDB.

2. Why is Database Administration Important?

Database administration is a critical aspect of managing the infrastructure of modern organizations. Here are some reasons why database administration is vital:

a. Ensures Data Security and Compliance

In today’s world, where data breaches and cyber threats are prevalent, ensuring that your databases are secure is essential. A skilled DBA implements robust security measures such as encryption, access control, and monitoring to safeguard sensitive information. Moreover, DBAs are responsible for ensuring that databases comply with various industry regulations and data privacy laws.

b. Optimizes Performance and Scalability

As organizations grow, so does the volume of data. A good DBA ensures that databases are scalable, can handle large data loads, and perform efficiently even during peak usage. Performance optimization techniques like indexing, query optimization, and database tuning are essential to maintaining smooth database operations.

c. Prevents Data Loss

Data is often the most valuable asset for businesses. DBAs implement comprehensive backup and disaster recovery strategies to prevent data loss due to system crashes, human error, or cyber-attacks. Regular backups and recovery drills ensure that data can be restored quickly and accurately.

d. Ensures High Availability

Downtime can have significant business impacts, including loss of revenue, user dissatisfaction, and brand damage. DBAs design high-availability solutions such as replication, clustering, and failover mechanisms to ensure that the database is always accessible, even during maintenance or in case of failures.

e. Supports Database Innovation

With the evolution of cloud platforms, machine learning, and big data technologies, DBAs are also involved in helping organizations adopt new database technologies. They assist with migration to the cloud, implement data warehousing solutions, and work on database automation to support agile development practices.

3. Jazinfotech’s Database Administration Course: What You’ll Learn

At Jazinfotech, our Database Administration (DBA) course is designed to give you a thorough understanding of the core concepts and techniques needed to become an expert in database management. Our course covers various DBMS technologies, including SQL and NoSQL databases, and teaches you the necessary skills to manage databases effectively and efficiently.

Here’s a breakdown of the core topics you’ll cover in Jazinfotech’s DBA course:

a. Introduction to Database Management Systems

Understanding the role of DBMS in modern IT environments.

Types of databases: Relational, NoSQL, NewSQL, etc.

Key database concepts like tables, schemas, queries, and relationships.

Overview of popular DBMS technologies: MySQL, Oracle, SQL Server, PostgreSQL, MongoDB, and more.

b. SQL and Query Optimization

Mastering SQL queries to interact with relational databases.

Writing complex SQL queries: Joins, subqueries, aggregations, etc.

Optimizing SQL queries for performance: Indexing, query execution plans, and normalization.

Data integrity and constraints: Primary keys, foreign keys, and unique constraints.

c. Database Security and User Management

Implementing user authentication and access control.

Configuring database roles and permissions to ensure secure access.

Encryption techniques for securing sensitive data.

Auditing database activity and monitoring for unauthorized access.

d. Backup, Recovery, and Disaster Recovery

Designing a robust backup strategy (full, incremental, differential backups).

Automating backup processes to ensure regular and secure backups.

Recovering data from backups in the event of system failure or data corruption.

Implementing disaster recovery plans for business continuity.

e. Database Performance Tuning

Monitoring and analyzing database performance.

Identifying performance bottlenecks and implementing solutions.

Optimizing queries, indexing, and database configuration.

Using tools like EXPLAIN (for query analysis) and performance_schema to improve DB performance.

f. High Availability and Replication

Setting up database replication (master-slave, master-master) to ensure data availability.

Designing high-availability database clusters to prevent downtime.

Load balancing to distribute database requests and reduce the load on individual servers.

Failover mechanisms to automatically switch to backup systems in case of a failure.

g. Cloud Database Administration

Introduction to cloud-based database management systems (DBaaS) like AWS RDS, Azure SQL, and Google Cloud SQL.

Migrating on-premise databases to the cloud.

Managing database instances in the cloud, including scaling and cost management.

Cloud-native database architecture for high scalability and resilience.

h. NoSQL Database Administration

Introduction to NoSQL databases (MongoDB, Cassandra, Redis, etc.).

Managing and scaling NoSQL databases.

Differences between relational and NoSQL data models.

Querying and optimizing performance for NoSQL databases.

i. Database Automation and Scripting

Automating routine database maintenance tasks using scripts.

Scheduling automated backups, cleanup jobs, and index maintenance.

Using Bash, PowerShell, or other scripting languages for database automation.

4. Why Choose Jazinfotech for Your Database Administration Course?

At Jazinfotech, we provide high-quality, practical training in database administration. Our comprehensive DBA course covers all aspects of database management, from installation and configuration to performance tuning and troubleshooting.

Here’s why you should choose Jazinfotech for your DBA training:

a. Experienced Trainers

Our instructors are seasoned database professionals with years of hands-on experience in managing and optimizing databases for enterprises. They bring real-world knowledge and industry insights to the classroom, ensuring that you learn not just theory, but practical skills.

b. Hands-On Training

Our course offers plenty of hands-on labs and practical exercises, allowing you to apply the concepts learned in real-life scenarios. You will work on projects that simulate actual DBA tasks, including performance tuning, backup and recovery, and database security.

c. Industry-Standard Tools and Technologies

We teach you how to work with the latest database tools and technologies, including both relational and NoSQL databases. Whether you're working with Oracle, SQL Server, MySQL, MongoDB, or cloud-based databases like AWS RDS, you'll gain the skills needed to manage any database environment.

d. Flexible Learning Options

We offer both online and in-person training options, making it easier for you to learn at your own pace and according to your schedule. Whether you prefer classroom-based learning or virtual classes, we have the right solution for you.

e. Career Support and Placement Assistance

At Jazinfotech, we understand the importance of securing a job after completing the course. That’s why we offer career support and placement assistance to help you find your next role as a Database Administrator. We provide resume-building tips, mock interviews, and help you connect with potential employers.

5. Conclusion

Database administration is a critical skill that ensures your organization’s data is secure, accessible, and performant. With the right training and experience, you can become a highly skilled database administrator and take your career to new heights.

Jazinfotech’s Database Administration course provides the comprehensive knowledge, hands-on experience, and industry insights needed to excel in the field of database management. Whether you’re a beginner looking to start your career in database administration or an experienced professional aiming to deepen your skills, our course will help you become a proficient DBA capable of managing complex database environments.

Ready to kickstart your career as a Database Administrator? Enroll in Jazinfotech’s DBA course today and gain the expertise to manage and optimize databases for businesses of all sizes!

[netseg]

How to Optimize Your Computer Server for Maximum Performance?

Optimizing your computer server for maximum performance involves a series of steps that enhance its efficiency, reliability, and speed. Here are some detailed instructions to help you achieve this:

1. Hardware Optimization

a. Upgrade Server Hardware

RAM: Ensure your server has sufficient RAM. Upgrade to ECC (Error-Correcting Code) RAM for better reliability.

Storage: Use SSDs (Solid State Drives) instead of HDDs (Hard Disk Drives) for faster read/write speeds.

CPU: Upgrade to a more powerful CPU with higher clock speeds and more cores.

Network Interface Cards (NICs): High-speed NICs, such as 10GbE, are used to handle increased network traffic.

b. Maintain Hardware

Regular Cleaning: Dust and clean server components to prevent overheating.

Monitor Hardware Health: Use tools to monitor temperatures, voltages, and fan speeds.

2. Software Optimization

a. Optimize Operating System (OS)

Choose the Right OS: Select an OS tailored to your server's role (e.g., Linux distributions like Ubuntu Server or CentOS for web servers).

Update Regularly: Keep the OS and all software up to date with the latest patches and security updates.

Remove Unnecessary Services: Disable or uninstall services and applications that are not needed.

b. Optimize Applications

Database Optimization: Use indexing and query optimization techniques. Consider database clustering for load balancing.

Web Server Optimization: For Apache, use modules like mod_deflate for compression. For Nginx, adjust worker processes and caching settings.

Caching: Implement caching mechanisms such as Memcached or Redis to reduce database load.

3. Network Optimization

a. Configure Network Settings

Adjust TCP/IP Settings: Optimize parameters such as TCP window size and timeout settings.

DNS Configuration: Use reliable and fast DNS services.

b. Network Security

Firewall Configuration: Use firewalls to block unnecessary ports and protect against attacks.

Use VPNs: Secure remote access with VPNs to ensure encrypted connections.

4. Performance Monitoring and Tuning

a. Use Monitoring Tools

System Monitoring: Tools like Nagios, Zabbix, or Prometheus can provide insights into system performance and alert you to issues.

Log Analysis: Regularly analyze logs to detect and resolve errors and performance bottlenecks.

b. Regular Performance Tuning

Load Balancing: Distribute workloads across multiple servers to prevent any single server from being overwhelmed.

Scalability Planning: Plan for future growth by considering horizontal and vertical scaling options.

5. Security Enhancements

a. Regular Security Audits

Vulnerability Scanning: Use tools like Nessus to identify and address vulnerabilities.

Penetration Testing: Conduct regular penetration tests to find and fix security weaknesses.

b. Data Protection

Backups: Implement regular, automated backups and test restore procedures.

Encryption: Use encryption for sensitive data, both in transit and at rest.

6. Energy Efficiency

a. Power Management

Use Energy-Efficient Hardware: Choose energy-efficient hardware components.

Configure Power Settings: Adjust power settings to reduce consumption during low-usage periods.

b. Cooling Optimization

Efficient Cooling Systems: Use advanced cooling systems to maintain optimal temperatures.

Hot and Cold Aisle Containment: Implement hot and cold aisle containment in data centers to improve cooling efficiency.

Conclusion

By systematically addressing these areas, you can significantly enhance your server's performance, reliability, and security. Regular monitoring, updates, and proactive maintenance are key to maintaining optimal server performance over time. You can check more at Netseg.me.

[willpaul229]

Auction Master’s Guide to Appraising Items for Auction

In the dynamic world of auctions, the art of appraising items holds paramount importance. Whether you're an experienced auctioneer or a budding enthusiast, understanding the nuances of item appraisal can be the difference between success and disappointment. With the rise of online liquidation auctions, mastering the appraisal process becomes even more crucial. Let's delve into the essentials of appraising items for online liquidation auctions and how it can elevate your auctioneering prowess.

Research is Key:

The foundation of effective appraisal lies in thorough research. For online liquidation auctions, this involves understanding market trends, historical prices, and demand patterns. Utilize online resources, auction databases, and industry publications to gather comprehensive data on similar items sold in the past. This research provides valuable insights into pricing dynamics and helps in setting realistic expectations.

Condition Assessment:

The condition of an item significantly influences its value. Before appraising any item, conduct a meticulous examination to assess its condition accurately. Pay attention to factors such as wear and tear, functionality, authenticity, and any signs of damage or restoration. Documenting detailed condition reports ensures transparency and builds trust among bidders in online liquidation auctions.

Specialized Knowledge:

Certain items require specialized expertise for accurate appraisal. Whether it's fine art, jewelry, antique furniture, or collectibles, delving into the specifics of each category enhances appraisal precision. Stay updated with industry developments, attend workshops, and collaborate with experts to deepen your understanding of niche markets. This expertise empowers auction masters to discern the true worth of diverse items in online liquidation auctions.

Stay Objective:

Appraising items demands objectivity and impartiality. Personal biases or emotional attachments can skew valuation judgments, leading to mispricing. Maintain a professional outlook and base appraisals on tangible factors such as market demand, provenance, and intrinsic qualities. Embrace a data-driven approach supported by empirical evidence to ensure fair and accurate appraisals in online liquidation auctions.

Adaptability and Flexibility:

The auction landscape is ever-evolving, with trends and preferences fluctuating over time. As an auction master, cultivating adaptability and flexibility is essential for navigating this dynamic terrain. Be open to reassessing valuation methodologies, embracing new appraisal techniques, and adjusting pricing strategies based on market dynamics. This adaptability fosters resilience and agility in the fast-paced realm of online liquidation auctions.

Effective Communication:

Clear and concise communication is paramount throughout the appraisal process. Provide detailed descriptions, high-quality images, and comprehensive documentation to convey the value proposition of each item accurately. Utilize online platforms, social media channels, and email newsletters to engage with potential bidders and showcase the unique features of items up for auction in online liquidation auctions.

Continuous Evaluation and Improvement:

Appraising items is a continuous learning journey characterized by ongoing evaluation and improvement. Reflect on past appraisals, analyze auction outcomes, and solicit feedback from peers and clients to identify areas for refinement. Embrace a growth mindset and leverage insights gleaned from each appraisal experience to enhance your appraisal expertise for future online liquidation auctions.

In conclusion, the art of appraising items for online liquidation auctions requires a blend of research, expertise, objectivity, adaptability, communication, and continuous improvement. By mastering the appraisal process, auction masters can unlock the full potential of items and create value for both sellers and buyers in the dynamic world of online liquidation auctions. As the auction landscape evolves, embracing innovation and refinement in appraisal practices is key to staying ahead in this competitive arena.

[vservemarketing]

Worried About Your WordPress Website Maintenance Cost? Try These WordPress Maintenance Services

Introduction:

In the fast-paced digital world, having a strong online presence is vital for businesses and individuals alike. A website serves as the virtual storefront, providing essential information, engaging content, and a platform to interact with the target audience. However, maintaining a website can be a daunting task, especially for those using WordPress as their content management system. In this article, we will explore the world of WordPress maintenance services and how they can alleviate the worries of website owners.

The Importance of Website Maintenance:

Website maintenance is the process of regularly updating, managing, and optimizing a website to ensure its smooth functioning, security, and performance. It plays a crucial role in keeping the website relevant, secure, and appealing to users and search engines. Neglecting website maintenance can lead to various issues, including broken functionalities, security vulnerabilities, and a decline in search engine rankings.

Common Challenges in Website Maintenance:

Technical Updates and Security:

One of the primary challenges in website maintenance is keeping up with the technical updates. WordPress frequently releases updates for its core software, themes, and plugins to enhance performance and security. Failure to update these components can expose the website to security threats and compatibility issues.

Content Management and Updates:

Regularly updating website content is essential to keep visitors engaged and informed. However, for busy website owners, finding the time to create and update content can be a challenge.

Performance Optimization:

Website speed and performance are crucial factors that influence user experience and search engine rankings. Optimizing website performance requires technical expertise and continuous monitoring.

Why Choose WordPress for Your Website?

WordPress is a popular and user-friendly content management system that powers more than one-third of all websites on the internet. Its ease of use, extensive theme and plugin library, and robust community support make it an ideal choice for website owners of all levels of expertise.

Understanding WordPress Maintenance Services:

WordPress maintenance services are specialized solutions designed to handle the technical aspects of website management, leaving website owners free to focus on their core business or content creation. These services are provided by professional teams with expertise in WordPress and web development.

Top WordPress Maintenance Services:

Service 1: Regular Backups and Restorations:

A reliable maintenance service ensures regular backups of the website's data, files, and databases. In case of any unforeseen events or data loss, these backups can be restored to keep the website running smoothly.

Service 2: Security Monitoring and Malware Protection:

A robust maintenance service implements security measures to monitor and protect the website from potential threats, hacking attempts, and malware infections.

Service 3: Plugin and Theme Updates:

Regular updates to plugins and themes are crucial to maintaining compatibility and security. A maintenance service takes care of these updates promptly.

Service 4: Website Speed Optimization:

Optimizing website speed enhances user experience and search engine rankings. Maintenance services employ various techniques to improve website loading times.

Service 5: Content Management and Updates:

Content is the backbone of any website. A maintenance service can assist with content creation, updates, and scheduling.

Service 6: SEO Audits and Enhancements:

SEO plays a vital role in driving organic traffic to the website. Maintenance services conduct audits and implement SEO improvements to boost visibility.

Service 7: Uptime Monitoring and Support:

Website downtime can result in lost opportunities and revenue. A maintenance service monitors uptime and provides timely support in case of issues.

Service 8: Custom Development and Integrations:

For more specialized needs, maintenance services offer custom development and integrations to enhance website functionality.

Service 9: Website Analytics and Reporting:

Understanding website performance and user behavior is essential for making informed decisions. Maintenance services provide detailed analytics and reports.

Service 10: 24/7 Customer Support:

Reliable customer support ensures that website owners have assistance whenever they need it, resolving issues promptly.

Factors to Consider When Choosing a WordPress Maintenance Service:

When selecting a WordPress maintenance service, consider the following factors:

Reputation and Experience:

Choose a service with a proven track record and extensive experience in WordPress maintenance.

Services Offered:

Ensure that the service covers all the essential maintenance aspects required for your website.

Pricing and Packages:

Compare pricing and packages to find a service that aligns with your budget and requirements.

Customer Reviews and Testimonials:

Read reviews and testimonials from existing customers to gauge the service's quality and customer satisfaction.

Communication and Support Channels:

Clear communication and accessible support channels are essential for smooth collaboration.

How to Get Started with WordPress Maintenance Services:

Getting started with WordPress maintenance services is easy. Research the available service providers, compare their offerings, and select the one that best suits your needs. Reach out to the chosen service provider to discuss your requirements and onboard their services.

Conclusion:

In conclusion, website maintenance is a critical aspect of running a successful online presence. For WordPress users, availing of professional maintenance services can alleviate the stress and burden of technical updates, security monitoring, and performance optimization. By outsourcing these tasks to experts, website owners can focus on creating valuable content and engaging with their audience. So, if you find yourself worried about your website maintenance cost, consider trying these WordPress maintenance services and watch your website thrive.

FAQs:

Are WordPress maintenance services suitable for small businesses? Yes, WordPress maintenance services cater to websites of all sizes, including small businesses. They offer tailored solutions to meet specific needs and budgets.

Can I switch between different maintenance service providers? Yes, you can switch between different maintenance service providers based on your requirements and preferences.

Do maintenance services handle website redesigns? Some maintenance services also offer website redesigns and updates as part of their package or as an additional service.

How often should website backups be performed? Website backups should ideally be performed daily or weekly, depending on the frequency of content updates and website activity.

Is SEO included in WordPress maintenance services? Yes, many maintenance services offer SEO audits and enhancements as part of their package to improve website visibility and search engine rankings.

[pi-cat000]

BNHA: Kakashi dimension hops crossover (3)

Summary: Kakashi gets dumbed into the My Hero Academia universe through random plot devise.

Characters:  Kakashi Hatake

Fandoms: My Hero Academia and Naruto

WARNINGS: Mentions of violence/injury

START  / PREV  /  NEXT

...

There was no latent natural chakra here. The air and environment were dry as a bone, meaning the only chakra he had access to was the stuff produced on his own. Kakashi is not entirely sure what impact this will have on the 1000 or so ninjutsu he has memorised. He suspects it might increase the chakra cost of external and area affecting ninjutsu. Any jutsu that relied on there being natural chakra present in the environment to supplement the user’s own chakra would be harder.  So, no large destructive or transformative ninjutsu. No earthquakes or earth walls, no freezing large bodies of water or creating whirlpools, most wind techniques would be out. Fireballs should be okay as they relied primarily on the shinobi’s chakra pool, but controlling large quantities of fire would be tricker. The same reasoning applied to lighting techniques, chidori would work fine but anything bigger might cause some strain. As long as he wasn’t aiming to wipe out a Division’s worth of enemies, he probably wouldn’t notice the limitation. Large-scale destructive ninjutsu had never been a specialty of his anyway. And he still has chakra to reinforce his body alongside genjutsu, taijutsu and the sharingan.

Well, he is pretty sure he still has the sharingan …

The only way to confirm his theories was to do some field testing.

Thus, Kakashi waits for Iori to do her final rounds and, just before the night shift starts, he ducks out of his room. It is at this time that the nurses would be at their most unobservant, tired out by ten hours of work. It is late in the evening, meaning most of the hospital staff  have left the building. It makes it ridiculously easy to steal down the halls, unnoticeable even in spaces lit by bight florescence.

After discovering that a Quirk Registry was a literal list of bloodline abilities stored on a digital database accessible to any medical professional, Kakashi has decided to stop applying Konoha’s information security standards to the hospital.  He is still a little weirded out by his execution of what was probably the easiest heist of medical information he had ever carried out. 

A few days of stalking Doctor Wada around the hospital at opportune intervals led to him discovering the man’s office. After that Kakashi hides in a corner and watches the man work. Because no one here had any sense of environment/spatial awareness, he has no trouble keeping in the man’s blind spot even with a limp. Thus, he can memories how the doctor goes about updating his patient information, which is all digital and stored on the computer, involving a passcode, a name and navigating through several screens worth of readouts and icons; all of which were infinity easier to understand when compared with the readouts produced by the computers in Konoha’s research division, encoded as they all were.  Three days later and he has access to all his medical files and the files of every one of Wada’s other patients.

Tonight, Kakashi has the time to properly read them. Hopefully, there would be no complications with his eye, and he could clear himself for experimentation. His chakra levels were good enough for it.

‘Name: ‘Kakashi [no surname]’/ Address: ‘[n/a]’ / Sex: ‘M’ / Blood type: ‘O’ / DOB: [n/a] /

No family or medical proxy located. Hospital billing to be covered under City of Hosu Villain/Hero Collateral Damage Register.

Quirk Factor: ‘Sharingan’ [Primary Effect: n/a]; [Activation: n/a] [Type: emitter] [Secondary Effect: passive regeneration]’

Kakashi scrolls through his report, committing the information to memory, eyeing the many notes on his physical and mental wellbeing, listing his various broken bones, sprains, and other injuries, most of which Kakashi is aware of, all of which were well on their way to recovery.

'...Early concerns expressed over collapse of right lung and damage to respiratory system are being reassessed due to passive accelerated regeneration....'

Ah yes, he vaguely remembers something going straight through his chest during the fight. He examines the surgeon's notes which recommend close monitoring and an extended hospital stay alongside various medications.

'...Additional concerns over potential complications due to prior injuries/scarring (see attached report)....’

Hmm, he skims over a note describing older scaring around his chest. The report has flagged quite a few of his past scars and bone breaks as concerning and evidence of past physical stress involving combat. Not too far off the truth. Something to keep in mind if they ever asked him about his past. Honestly, he is somewhat impressed by the thoroughness of the report and the efforts gone through to keep him healthy. Linked is to medical notes are details of the two surgeries he had undergone while unconscious alongside various other actions the hospital had taken in their bid to keep him alive.

‘Primary quirk factor confirmed by the patient as single-ocular quirk ‘sharingan’ located in the left eye. Quirk most likely to be a passive emitter type with line of sight or eye contact as an activation requirement. Quirk effect is unknown. ‘Sharingun’ was restored during surgy under the supervision of Sueno Manzo and predicted to retain its function upon recovery barring further complication.’

‘Patient exhibits the symptoms of memory loss, apathy, and confusion suggesting a case of post-traumatic amnesia. If quirk has a memory storage function as is typical of ocular quirks then there may be a link between the quirk effect, damage to eye, and memory loss symptoms. Diagnosis requires a second opinion. Requested consolation with Neurologist and Ocular-Quirk Specialist still pending.'

‘Secondary quirk or mutation factor ‘regeneration’ increases patient’s metabolism and bodily functions, resulting in increased cell repair and recovery. Without a baseline for recovery speed predicted recovery timeframe is unknown.’ 

Well, ‘predicted to retain its function’ was good enough. All the major concerns raised by the doctor were linked to memory loss that didn’t exist. Kakashi ducks out of the office, heading back to his room. It was interesting to know that his recovery rate was considered abnormally fast. Fast enough to be considered a ‘quirk’ in its own right. No doubt a side effect of chakra use. It was a well-known fact that shinobi with developed coils recovered from injuries faster than civilians.

He would have to keep this in mind when engaging the locals in combat. The people here would have slower recovery rates when compared with Konoha’s civilians, who still had chakra even if their coils were underdeveloped. He wouldn’t want to accidentally kill someone misjudging their ability to heal from an injury.

…

...

With patience born from his many years of field experience, Kakashi waits for the next shift change before sneaking out once more. His destination is the hospital’s roof. Guarded by one solitary security camera- which he had disabled two days ago and had yet to be fixed- it is the only place he can go and be reasonably sure not to be disturbed for any length of time. Generally, cameras were pretty useless against any shinobi who could pull off an academy level transformation or a basic genjutsu. Even when the cameras were hidden, most shinobi moved too fast to be reliably picked up on film. He is not sure if that reasoning applied here, seeing as the technology was significantly more advanced.  Regardless, as he was recovering and conserving both energy and chakra, avoiding them is his best bet. Most of the cameras he notes are on the outside of the building, placed in plain sight with no care taken to keep them hidden. He wonders if there is a purpose to that. Enforcement of compliance through a display of observation? Are they decoys and there is additional security hidden somewhere he wouldn’t think to look? Is he falling into some sort of trap sneaking around so obviously and gathering information? It was hard to answer these questions when he has no baseline to draw from. As he had yet to see evidence of extensive security or traps in the building he is proceeding with his plan.  

It is early morning when he ducks out onto an empty roof, having stolen the key from what he thinks are the hospital's maintenance lockers the day prior. The air outside is cool, devoid of the stench of disinfectant that had been clogging his nose for the last few weeks. He hated how smell played havoc on his sensitive nose, blocking his sinuses.

Shielded on one side by a taller, windowless section of the building he has a good view of a wide two-lane road where the occasional vehicle would enter or exit the building. At night the area is quiet save for the hum of a distant activity, probably more of the engine-run vehicles, which were irritatingly noisy and commonly used by the people here.

The sky above him begins to lighten. Soon the sun would peak between the tall glass-covered buildings opposite the hospital. The artificial structures shimmer, reflecting the whitening sky. A trip into the busier sections of the ‘city’ is still impending, all his attention being focused on scouting the hospital and absorbing as much information about the place as possible first.

The first test he does is an attempt at summoning his nin-dogs. He has a few ideas on how he might reverse summon himself between worlds or, at the very least, send a message to let people know he was still alive.

Quickly, he bites his thumb, crouches, touching the roof with his palm and pumping in the required amount of chakra. For a second, he thinks it might work. Lines of inked fuinjutsu characters blossom under his palm, spiralling outward, absorbing the chakra. However, instead of activating in a puff of summoning smoke, the energy disperses, sinking into the dead, chakra-less concrete, the seal failing. Frowning, he uses the remaining blood on his thump to sketch out a simple storage array. It activates, sealing in a loose piece of brick without a problem. No, it wasn’t the fuinjutsu that had failed but the nin-dog summoning specifically. There went that plan.

Somewhat disheartened, he begins unbandaging the left side of his head. Just as the sunlight begins to peak between the buildings opposite, he opens the sharingan.

The chakra drain creeps up as the world around him snaps into sharp focus. Every crack in the brick, every mote of dust, every wisp of cloud, is clearly outlined even as colour is dulled to increase contrast.  Kakashi glances around and waits, letting the image of the foreign skyline burn into his brain to be forever stored and remembered in crisp detail.

After a few seconds without significant pain, he lets out a long breath and prepares for the mental strain of activating the Kamui Sharingan. The process brings with it flashes of memory, Obito’s scared face twisted with hate, and a blurry battle. The memories were all faint and far off despite having the Sharingan active at the time. He rubs his chest in discomfort. He thinks he knows who might have stabbed him now. Obito…He releases a tired breath and shoves all the uncomfortable revelations off to the side where they wouldn’t bother him. There would be plenty of time to ruminate at a later.  

Kakashi lets the first stage of Kamui activate, making sure there is nothing in his eyeline. He doesn’t want to accidentally destroy the stairway that led back into the hospital by sucking it into a different dimension. After confirming that the technique is stable and the charka drain is manageable, be prepares to pull himself through, ignoring the beginnings of a faint headache. Despite it being a brand new technique, Kakashi is nothing if not a master at reverse engineering ninjutsu on the fly to suit his own needs. The world warps and shimmers, his chakra levels take a nosedive, and his eye aches.

 A field of unmarked stone appears in place of the hospital roof, displacing tall buildings with uniform blocks of grey, white and black. An eternal, unchanging landscape, dimly lit despite there being no light source, stretches out in all directions. The Kamui no Jikūkan, time–space dimension. There is no signs of destruction or the battle he now vaguely remembers occurring before he had been ripped away from the Elemental Nations altogether. He wishes he could recall how it had ended. Had Obito re-joined the fight with Madara? He hopes not. He hopes he at least managed to take Obito out and give his allies a better chance. Obito was his burden to shoulder after all.

As he tries to dig up something useful from his patchwork of memories relating to his battle with Obito, a faint secondary chakra source catches his attention. The thread of chakra is distance, connecting to something very far off. Obito’s eye? A lingering connection between the two eyes was the only thing that made any sort of sense. He vaguely remembers how he had been in the process of activating the Kamui no Jikūkan when the area had been flooded with demonic chakra.

This is good…If it is Obito, and Obito is still in the Elemental Nations, then he might be able to reverse the collection and pull himself back. The only problem with this plan was that he would need the same amount of chakra to return or risk killing himself. In other words, he needs a lot of chakra. Far more than he has or will ever have access to naturally. As he is the only being with chakra here, this is a problem.

Kakashi lets out another tried breath, “Always a problem…” the area around him remains silent. He knows the theory behind chakra draining and collecting seals. With a bit of patience and self-discipline, he would be able to slowly build up and store the chakra needed to return.

Well, he would definitely be breaking his record for lateness by a long shot. He runs calculations and comes up with a depressing year-long wait time. And that was if he dumped every ounce of his chakra into the seal the moment he got it. Obviously, that would turn him into a comatose vegetable and, as nice as he thinks these people are, he doesn’t trust them to look after his unconscious body for a year. So, it would be double, maybe even triple, that time.

Three years of waiting in this weird unknown word unless someone on the other end of the connection figured out how to bring him back. He had seen Naruto pull of miracles before so…maybe there was hope? Though, everyone might just think he had died given how badly injured he had been just before his disappearance. If that were the case, then no one was coming for him and he would be on his own for the foreseeable future.

“Mah, what a pain.”

He crouches examining one of the plain blocks, massaging the area around his eye. It stings and he is beginning to feel chakra fatigued. He can almost imagine the familiar names of the memorial stone etched into its surface. By the time he returned, the fourth great war would be well and truly over, assuming time moved at a similar speed between here and there. He supposed it was fitting. He wouldn’t be Kakashi if he didn’t let the people he cared about down one last time.

He lets out a long sigh and reverses the Kamui technique, letting himself fade back to his new world and reality. 

The chakra exhaustion hits him like a landslide and he stumbles onto one knee. His eye, which had been aching since he initiated the Kamui no Jikūkan, is now wet. The wetness turns out to be blood, which is pooling like tears and running down the left side of his face.

Maybe he had been pushing it, using the full Kamui after wasting a bunch of chakra on summoning when he had barely been at half his capacity to start. That, and he was obviously still healing.

Blearily, Kakashi wipes his face with the back of his hand heaving himself back upright. He has dealt with way worse. With one last glance at the sun now shining brightly from between the strange buildings of his new temporary home, he heads back inside to find something sterile to clean his eye with.

He collapses back into his hospital bed where he causes a stir as the nurse checking in on him notices the blood soaking through his hastily applied bandages. He lets them fuss in contemplative silence.

NEXT

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How to protect your small business from data breaches

Cyberattack vs. data breach: what’s the difference?

A cyberattack is simply a digital attack on computer systems, networks, devices, and/or applications. The objective is usually to disable computer systems or steal data. Attackers can use a variety of tools and techniques to achieve their goals, including phishing emails, ransomware, viruses, and denial-of-service attacks. A data breach is one potential consequence of a successful cyberattack. The types of data they are looking for could be passwords, email addresses, personal information, or financial information.

Threats

The following statistics paint a vivid picture of the threats to SMB data:

52% of small businesses experienced cybersecurity breaches in the past year.

Cybersecurity breaches cost UK businesses approximately £30 billion in 2016.

60% of small firms don’t know the source of the most disruptive cybersecurity breach or attack in the last twelve months.

Across the globe, just under 5 million records a day are compromised through a data breach.

On average, it takes 120 days for a business to discover a data breach.

In summary, data breaches are common, often go undetected at first, and can cost businesses – who don’t know how to protect themselves – thousands.

What is a data breach?

What can SMBs do to protect themselves?

Putting a cost-effective cybersecurity strategy in place can help to better protect you further down the line.

Strategy Step 1: Understand the elements of proper data protection

The first step in creating a cybersecurity strategy is to truly understand what is meant by ‘data protection’. Think of it in terms of the CIA acronym:

Confidentiality

Integrity

Availability.

This means your data needs to be kept confidential. It should only be available to people with relevant privileges. Your data should maintain its integrity and be in the format the user requires it to be (and not to have been materially altered by the system capturing, storing, or transmitting it.) Finally, your data should be available whenever the person with those relevant privileges is requesting it.

Strategy Step 2: Assess

The first step in assessing your customers’ potential vulnerabilities is to identify all the physical and virtual computing devices within the organization. Together with your client, make a list that includes all of them:

• Workstations and laptops• Network file servers• Network application servers• Corporate firewalls and switches• Multi-function printers• Mobile devices.

This infrastructure assessment should distinguish between cloud and on-premise systems and devices. This makes it easier for you to determine all possible storage locations for data. The number one threat to devices is a hybrid ransomware attack. For people, it’s targeted social engineering.

Now, categorize all business data and divide it into three locations: cloud,on-premise systems, and devices. For example:

• Cloud On-premise systems Devices• Cloud email and applications• Cloud storage• Websites and social media• Databases• Company-wide file sharing and storage• Intellectual property• Presentations• Company memos• Statistics and reports.

Read our white paper on the three essential components of managed security services.

Strategy Step 3: Identify relevant security measures

Once you’ve assessed what data is important to your business, where it resides, and who has access to it, you can determine the relevant security measures you should adopt. These may include:

Purchasing tools (for example, AVG antivirus Subscription for small businesses).

Redesigning your security protocols.

A wholesale change in your business’s attitude towards data security.

Training for all members of staff.

Data protection must be discussed and supported at every level within your business. It is as critical for senior executives as it is for junior team members, all of whom will have access to sensitive data of some kind. Take the time to review what data they may handle, and put the relevant measures in place.  

Steps for protecting data

There are plenty of good security measures all businesses can apply today that will help prevent or reduce the chances of data loss, breach, or theft. These tools and solutions come in many shapes and sizes, but all have a role to play in protecting your sensitive and private data.

1: The basics

Install firewalls

Install AVG antivirus Subscription

Install encryption software.

2: Staff awareness

Use strong passwords.

Consistently communicate the importance of staff caution when clicking on links or attachments.

Provide training and education for staff on how to be security-aware.

Highlight the responsibility of every staff member.

Let all staff know how to report concerns or suspicions.

3: Starters and leavers process

Identify the specific data, devices, and access privileges new starters need.

Adopt a controlled exit policy for leavers, including group password resetting.

Review returned devices, wipe or securely destroy data where necessary.

4: Maintenance, upgrades, and planning

Back up your data regularly.

Scan network and devices frequently for necessary upgrades and/or action any security updates from trusted software providers as they pop up on your computer (for example AVG Driver Updater).

Force password changes regularly.

Create an Emergency Response Plan in case of theft, breach, or loss.

Many businesses decide to invest in cybersecurity solutions offered by companies such as AVG Antivirus Subscription Business who provides all-in-one protection including firewalls, server security, and email protection backed up with technical support. Compare the AVG Business options here.

Suspecting a breach

As the statistics at the top of this page show, SMBs often aren’t immediately aware when a breach has occurred. Here are some warning signs to look out for:

Your network performance decreases suddenly and dramatically.

You can’t perform routine updates.

Your AVG antivirus Subscription software is disabled and you can’t re-enable it.

You are locked out of accounts.

The longer a breach goes undetected, the more information the criminals can steal and the more damage they can inflict. You must act fast to:

Confirm if your network has been compromised.

Contain the damage as much as possible.

Under GDPR, organisations operating in Europe must report a personal data breach to the relevant authority within 72 hours.

If the incident concerns data held on a mobile device, you may need to consider whether you can (or should) wipe or disable the device remotely. A step such as this might provoke staff disapproval – especially if the device is the property of an employee. If you’re unable to provide a separate work phone, writing a Bring Your Own Device (BYOD) policy is always recommended.

If you do have a BYOD policy, it should include a backup schedule to ensure your business data and your employees’ personal data (photos, contacts, etc) is protected. Read our article: Tips on implementing a Bring Your Own Device policy.

Once the mobile device is wiped, if you do have a backup, you can restore this after the data breach is resolved. And while a simple backup might not be the ideal solution, it will go some way to putting you back in the position you were in prior to the breach or theft. Don’t underestimate its importance.

Key action points for preventing a data breach at your small business:

Make sure you understand the confidentiality, integrity and availability of your business data.

Assess the infrastructure of your network – devices, cloud locations, etc – and who has access.

Take relevant security measures: ensure you have up-to-date AVG Antivirus Subscription for small businesses, redesign your security policies and protocols and train your staff.

Know the signs of a breach – dramatic changes in network performance, can’t perform routine updates, you are locked out of accounts, etc – so that you can confirm and report it as soon as possible.

from WordPress https://quicksolvo939231001.wordpress.com/2020/06/30/how-to-protect-your-small-business-from-data-breaches/

[sciforce]

Text-to-Speech Synthesis: an Overview

In my childhood, one of the funniest interactions with a computer was to make it read a fairy tale. You could copy a text into a window and soon listen to a colorless metallic voice stumble through commas and stops weaving a weirdly accented story. At those times it was a miracle.

Nowadays the goal of TTS — the Text-to-Speech conversion technology — is not to simply have machines talk, but to make them sound like humans of different ages and gender. In perspective, we’ll be able to listen to machine-voiced audiobooks and news on TV or to communicate with assistants without noticing the difference.

How it can be achieved and what are the main competitors in the field — read in our post.

Quality measurements

As a rule the quality of TTS system synthesizers is evaluated from different aspects, including intelligibility, naturalness, and preference of the synthetic speech [4], as well as human perception factors, such as comprehensibility [3].

Intelligibility: the quality of the audio generated, or the degree of each word being produced in a sentence.

Naturalness: the quality of the speech generated in terms of its timing structure, pronunciation and rendering emotions.

Preference: the listeners’ choice of the better TTS; preference and naturalness are influenced by TTS system, signal quality and voice, in isolation and in combination.

Comprehensibility: the degree of received messages being understood.

Approaches of TTS Conversion Compared

Developments in Computer Science and Artificial Intelligence influence the approaches to speech synthesis that was evolving through years in response to the recent trends and new possibilities in data collection and processing. While for a long time the two main methods of Text-to-Speech conversion are concatenative TTS and parametric TTS, the Deep Learning revolution has added a new perspective to the problem of speech synthesis, shifting the focus from human-developed speech features to fully machine-obtained parameters [1,2].

Concatenative TTS

Concatenative TTS relies on high-quality audio clips recordings, which are combined together to form the speech. At the first step voice actors are recorded saying a range of speech units, from whole sentences to syllables that are further labeled and segmented by linguistic units from phones to phrases and sentences forming a huge database. During speech synthesis, a Text-to-Speech engine searches such database for speech units that match the input text, concatenates them together and produces an audio file.

Pros

- High quality of audio in terms of intelligibility;

- Possibility to preserve the original actor’s voice;

Cons

- Such systems are very time consuming because they require huge databases, and hard-coding the combination to form these words;

- The resulting speech may sound less natural and emotionless, because it is nearly impossible to get the audio recordings of all possible words spoken in all possible combinations of emotions, prosody, stress, etc.

Examples:

Singing Voice Synthesis is the type of speech synthesis that fits the best opportunities of concatenative TTS. With the possibility to record a specific singer, such systems are able to preserve the heritage by restoring records of stars of the past days, as in Acapella Group, as well as to make your favorite singer perform another song according to your liking, as in Vocaloid.

Formant Synthesis

Formant synthesis technique is a rule-based TTS technique. It produces speech segments by generating artificial signals based on a set of specified rules mimicking the formant structure and other spectral properties of natural speech. The synthesized speech is produced using an additive synthesis and an acoustic model. The acoustic model uses parameters like, voicing, fundamental frequency, noise levels, etc that varied over time. Formant-based systems can control all aspects of the output speech, producing a wide variety of emotions and different tone voices with the help of some prosodic and intonation modeling techniques.

Pros

- Highly intelligible synthesized speech, even at high speeds, avoiding the acoustic glitches;

- Less dependant on a speech corpus to produce the output speech;

- Well-suited for embedded systems, where memory and microprocessor power are limited.

Cons

- Low naturalness: the technique produces artificial, robotic-sounding speech that is far from the natural speech spoken by a human.

- Difficult to design rules that specify the timing of the source and the dynamic values of all filter parameters for even simple words

Examples

Formant synthesis technique is widely used for mimicking the voice features that takes speech as input and find the respective input parameters that produces speech, mimicking the target speech. One of the most famous examples is espeak-ng, an open-source multilingual speech synthesis system based on the Klatt synthesizer. This system is included as the default speech synthesizer in the NVDA open source screen reader for Windows, Android, Ubuntu and other Linux distributions. Moreover, its predecessor eSpeak was used by Google Translate for 27 languages in 2010.

Parametric TTS

To address the limitations of concatenative TTS, a more statistical method was developed. The idea lying behind it is that if we can make approximations of the parameters that make the speech, we can train a model to generate all kinds of speech. The parametric method combines parameters, including fundamental frequency, magnitude spectrum etc. and processes them to generate speech. At the first step, the text is processed to extract linguistic features, such as phonemes or duration. The second step requires extraction of vocoder features, such as cepstra, spectrogram, fundamental frequency, etc., that represent some inherent characteristic of human speech, and are used in audio processing. These features are hand engineered and, along with the linguistic features are fed into a mathematical model called a Vocoder. While generating a waveform, the vocoder transforms the features and estimates parameters of speech like phase, speech rate, intonation, and others. The technique uses Hidden Semi-Markov models — transitions between states still exist, and the model is Markov at that level, but the explicit model of duration within each state is not Markov.

Pros:

- Increased naturalness of the audio. Unfortunately, though, the technology to create emotional voices is not yet perfected, but this is something that parametric TTS is capable of. Besides the emotional voices, is has much potential in such areas as speaker adaptation and speaker interpolation;

- Flexibility: it is easier to modify pitch for emotional change, or use MLLR adaptation to change voice characteristics;

- Lower development cost: it requires merely 2–3 hours of voice actor recording time which entangles less records, a smaller database and less data processing.

Cons:

- Lower audio quality in terms of intelligibility: there are many artifacts resulting in muffled speech, with buzzing sound ever present, noisy audio;

- The voice can sound robotic: in the TTS based on a statistical model, the muffled sound makes the voice sound stable but unnatural and robotic.

Examples:

Though first introduced in the 1990ies, parametric TTS engine became popular around 2007, with Festival Speech Synthesis System from the University of Edinburgh and Carnegie Mellon University’s Festvox being examples of such engines lying in the heart of speech synthesis systems, such as FreeTTS.

Hybrid (Deep Learning) approaches

The DNN (Deep Neural Network) based approach is another variation of the statistical synthesis approaches that is used to overcome the inefficiency of decision trees used in HMMs to model complex context dependencies. A step forward and an eventual breakthrough was letting machines design features without human intervention. The features designed by humans are based on our understanding of speech, but it is not necessarily correct. In DNN techniques, the relationship between input texts and their acoustic realizations is modeled by a DNN. The acoustic features are created using maximum likelihood parameter generation trajectory smoothing. Features obtained with the help of Deep Learning, are not human readable, but they are computer-readable, and they represent data required for a model.

Pros

- A huge improvement both in terms of intelligibility and naturalness;

- Do not require extensive human preprocessing and development of features

Cons

- As a recent development, Deep Learning speech synthesis techniques still require research.

Examples:

It is the deep learning technique that dominates the field now, being in the core of practically all successful TTS systems, such as WaveNet, Nuance TTS or SampleRNN.

Nuance TTS and Sample RNN are two systems that rely on recurrent neural networks. SampleRNN, for instance, uses a hierarchy of Recurrent Layers that have different clock-rates to process the audio. Multiple RNNs forma hierarchy, where the top level takes large chunks of inputs, process it and pass it to the lower level that processes smaller chunks and so on through the bottom level that generates a single sample. The techniques renders far less intelligible results, but work fast.

WaveNet, being the core of Google Could Text-to-Speech, is a fully convolutional neural network, which takes digitized raw audio waveform as input, which then flows through these convolution layers and outputs a waveform sample. Though close-to-perfect in its intelligibility and naturalness, WaveNet is unacceptably slow (team reported that it takes around 4 minutes to generate 1 second of audio).

Finally, the new wave of end-to-end training brought Google’s Tacotron model that learns to synthesize speech directly from (text, audio) pairs. It takes characters of the text as inputs, and passes them through different neural network submodules and generates the spectrogram of the audio.

As we can see, the evolution of speech synthesis increasingly relies on the machines in both determinations of the necessary features and processing them without assistance of human-developed rules. This approach improves the overall quality of the audio produced and significantly simplifies the process of data collection and preprocessing. However, each approach has its niche, and even less efficient concanetative systems may become the optimal choice depending on the business needs and resources.

Further Reading

King, Simon. “A beginners ’ guide to statistical parametric speech synthesis.” (2010).

Kuligowska, K, Kisielewicz, P. and Wlodarz, A. (2018) Speech synthesis systems: disadvantages and limitations, International Journal of Engineering & Technology, [S.l.], v. 7, n. 2.28, p. 234–239.

Pisoni, D. B. et al., “Perception of synthetic speech generated by rule,” in Proceedings of the IEEE, 1985, pp. 1665–1676.

Stevens, C. et al., “Online experimental methods to evaluate text-to-speech (TTS) synthesis: effects of voice gender and signal quality on intelligibility, naturalness and preference,” Computer Speech and Language, vol. 19, pp. 129–146, 2005.

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