#python modules for tracking

[ixhika-jsx]

BLACK SWAN- ✧˖°BTS Challenge - 𐙚

Main concept: of this challenge is that I have to bring my passions back to life that died long ago

Bit inspired by @zzzzzestforlife 🍾🫶🏻

As in song's lyrics of 'black swan'

"If this can no longer resonate, no longer make my heart vibrate, then like this may be how I die my first death."

[ You can reblog this post and start this challenge by yourself after adding your own goals under the reblogged post of yours... :)) ]

[ Academics:- ᥫ᭡🎐

As to bring back my interest in studies there are some goals of mine and some tips (I am referring myself as 'you' as some external force for myself) 🎀

☆ By the mid of September you must be on track in academics - complete notes and zero backlogs , regular revision ! 📄❕️❕️

☆ 📌 Complete pw modules till December

☆ work on weak chapters🗯 - relation and functions , trigonometry , periodic classification and topic electronic configuration of chapter - 2 of chemistry 💨

☆ listen to podcasts like 'ACADEMIC VALIDATION'🗒and 'YOUR A+ LIFE'📈 while studying mathematics. (As I kinda not get maths yk )

☆ study along with study vloggers - 'STUDY WITH ME' 🩰 because it helps when you find a 'partner' in studying.

☆ Have a mindset that you are not a student but you are a employee working for a greater position in your job or for greater income....🏷 which means position- topper or sum and income - grades ⏳️

☆ while studying physics you should use whiteboard 📇cuz I know it gets boring at times so yea

☆ for chemistry I would say that read books and make pretty pretty notes 🪄 and if you still can't study it then just watch some study vlogs and restart 🎲 (it helps me sometimes)

☆ study computer science chapter of - 'PYTHON' 🖥 whenever you get time as of getting mind off STEM subjects

[ Workout :- ᥫ᭡ 🎳

☆ I know it's not easy getting off bed but just use 1-2-5 minute rule 🎗

-stand up for 1 minute and drink some water

- start off with some stretching next for 2 minutes

- do 4 plank sessions in 5 minutes or any other favourite exercise move of yours

(This is my concept btw) And this will help about 70 percent to actually get you up.🥊

☆ do pilates in case you don't feel like exercising⛳️

☆ do 'lazy' stretching either before sleeping ot after sleeping.🎯

☆ walk minimum 6k steps a day♠️

[ Hobbies/Extra curricular :- ᥫ᭡ 🎱

☆ subscribe/follow to multiple dance pages so you automatically get the urge to dance🪀

☆ watch your idol dancing...it helps🧩

☆ dance atleast twice a week no matter what , even if you have to force it. It will individually get better if you were some day passionate bout it once.👯🏻‍♀️

☆ start writing your incomplete book by visualizing the scenes of the book...may help sometimes🖇

☆ during breaks from studies play basketball even for 5 minutes... put your phone away and walk around with your basketball around you then you will automatically feel the urge.🏀

☆ take part in school activities as much as you can....I get it that there is lot of academic work but it shouldn't stop you from being an all rounder🏆🏅

[ Social :- ᥫ᭡🥂

☆ cut people off...yea exactly CUT THEM OFF !! Lot of people don't really deserve you. You know who those people are.🌬

☆ don't get too comfy with some people. I get it that its your nature but keep that aside rn because it can be pressuring your self respect.🛑

☆ cut off atleast 3 people this year (atleast)💬

☆ don't be too kind to endure every other 'tease' of thiers. No this degrades your self respect and standards✋🏻

☆ if they are constantly mean then cut them off or just give them what they deserve(be the karma).🗣

☆ be as much confident as you can.you know nothing is cringe.... your definition of cringe is limiting you from your potential.🧭

So this is it for this challenge. I will regularly add more goals if needed and keep on updating my process.

You all are free to join :))🍾💐

[megumi-fm]

👾 this fortnight in megumi.fm

---🎓 a c a d e m i c 🎓---

🔓 Achievement Unlocked: graduate soon?🏆 — the player has cleared most undergrad requirements → completed all classes for undergrad degree → completed three month requirement of internship ⭐ LEVEL UP >> bi in biotechnology — the player has gotten admission into their fav uni for masters 📍 new level completion requirements 🔄 offer letter acceptance tasks [1/3] ▸ accommodation related paperwork ▸ student visa

--- 💻 w o r k 💻---

🎯 bi-weekly challenge complete! ✅ run binding site alignment against template ✅ run binding site alignment against self ✅ threshold cutoff 📌next week's task: visualization on cytoscape [💬 view all challenges?] ⭐LEVEL UP >> snake charmer 🏆 — the player has achieved intermediate level mastery in python -> completed debugging of all code -> added modules for system arg-parsing -> upload to github with proper readme 3/6 months of remaining internship to unlock achievement —⚗️sorcerer's apprentice

--- 💊 u s e r - s t a t s 💊---

key: ◆ - completed / ◇ - not done 📅 tracking [◆◆◆◆◆◆◆◆◆◆◆◆◆◆] 🍶 2L+ water [◆◇◇◇◇◆◆◆◆◆◆◆◆◆] 👟 movement [◆◆◆◆◆◆◆◇◇◇◆◆◆◆] ⭐ LEVEL UP >> amateur compass — the player has learnt choreography of SVT's Left & Right

--- 🎲 recreation 🎲 ---

📺 watched Kung Fu Panda in theatres 🍰 birthday celebrations 📖 read Tomorrow and Tomorrow and Tomorrow by Gabrielle Zevin

——— [1st - 14th Apr; week 15+16/52 || I had the time of my life making this post xD the last couple weeks have been pretty fun, and I'm nearing the end of my degree, I'm anxious and excited for what's to come xD. also this post is very much inspired by the achievement unlocked concept in @zzzzzestforlife's lil animal crossing tag game post they just always have the best post formats and concepts I'm in love ]

[jessicaalltick]

Alltick API: Where Market Data Becomes a Sixth Sense

When trading algorithms dream, they dream in Alltick’s data streams.

The Invisible Edge

Imagine knowing the market’s next breath before it exhales. While others trade on yesterday’s shadows, Alltick’s data interface illuminates the present tense of global markets:

0ms latency across 58 exchanges

Atomic-clock synchronization for cross-border arbitrage

Self-healing protocols that outsmart even solar flare disruptions

The API That Thinks in Light-Years

🌠 Photon Data Pipes Our fiber-optic neural network routes market pulses at 99.7% light speed—faster than Wall Street’s CME backbone.

🧬 Evolutionary Endpoints Machine learning interfaces that mutate with market conditions, automatically optimizing data compression ratios during volatility storms.

🛸 Dark Pool Sonar Proprietary liquidity radar penetrates 93% of hidden markets, mapping iceberg orders like submarine topography.

⚡ Energy-Aware Architecture Green algorithms that recycle computational heat to power real-time analytics—turning every trade into an eco-positive event.

Secret Weapons of the Algorithmic Elite

Fed Whisperer Module: Decode central bank speech patterns 14ms before news wires explode

Meme Market Cortex: Track Reddit/Github/TikTok sentiment shifts through self-training NLP interfaces

Quantum Dust Explorer: Mine microsecond-level anomalies in options chains for statistical arbitrage gold

Build the Unthinkable

Your dev playground includes:

🧪 CRISPR Data Editor: Splice real-time ticks with alternative data genomes

🕹️ HFT Stress Simulator: Test strategies against synthetic black swan events

📡 Satellite Direct Feed: Bypass terrestrial bottlenecks with LEO satellite clusters

The Silent Revolution

Last month, three Alltick-powered systems achieved the impossible:

A crypto bot front-ran Elon’s tweet storm by analyzing Starlink latency fluctuations

A London hedge fund predicted a metals squeeze by tracking Shanghai warehouse RFID signals

An AI trader passed the Turing Test by negotiating OTC derivatives via synthetic voice interface

72-Hour Quantum Leap Offer

Deploy Alltick before midnight UTC and unlock:

🔥 Dark Fiber Priority Lane (50% faster than standard feeds)

💡 Neural Compiler (Auto-convert strategies between Python/Rust/HDL)

🔐 Black Box Vault (Military-grade encrypted data bunker)

Warning: May cause side effects including disgust toward legacy APIs, uncontrollable urge to optimize everything, and permanent loss of "downtime"概念.

Alltick doesn’t predict the future—we deliver it 42 microseconds early.(Data streams may contain traces of singularity. Not suitable for analog traders.)

[bloggersmith]

Unlock Your Programming Potential with Python Training at Magnitia

In today’s fast-evolving tech landscape, mastering Python has become more than just a skill—it’s a gateway to numerous career opportunities in software development, data science, automation, artificial intelligence, and more. At Magnitia, our Python Training course is designed to transform learners from beginners to industry-ready professionals, equipping them with both foundational knowledge and practical experience.

Why Choose Python?

Python is known for its simplicity, versatility, and powerful libraries. Whether you're developing web applications, analyzing data, automating tasks, or venturing into machine learning, Python offers the flexibility and efficiency that modern developers and organizations demand. Its readability and vast community support make it the first choice for professionals and students alike.

About the Python Training at Magnitia

Magnitia’s Python Training Program is carefully curated to suit aspiring developers, fresh graduates, and working professionals. With hands-on training, real-time projects, and guidance from experienced instructors, you gain deep insight into how Python is used in real-world applications.

Course Highlights:

Comprehensive Curriculum: Covers basic syntax, data structures, object-oriented programming, file handling, error management, modules, libraries (NumPy, Pandas, etc.), and web frameworks like Django or Flask.

Live Projects: Apply what you learn through practical assignments and capstone projects to build a solid portfolio.

Expert Mentors: Learn from industry veterans who bring practical experience and best practices into every session.

Job Assistance: Benefit from resume building, mock interviews, and job placement support.

Who Can Join?

Whether you’re a complete beginner or looking to advance your programming skills, this course is ideal for:

Students and fresh graduates

IT professionals seeking to shift into Python development

Data enthusiasts aiming to break into data science or analytics

Entrepreneurs and freelancers wanting to build robust applications

What You’ll Learn:

Python fundamentals and best coding practices

Advanced data handling and database integration

Automation scripting and real-time application development

Frameworks for web development and RESTful API design

An introduction to data visualization and analytics using Python

Why Magnitia?

With a proven track record of successful learners and industry partnerships, Magnitia provides an enriching learning environment tailored to your success. Our focus on project-based learning, expert mentorship, and career advancement makes us a top choice for Python training in the industry.

Ready to Take the Next Step in Your Programming Career? Enroll in Magnitia’s Python Training today and pave your way to a rewarding future in tech.

[ittrainingwithplacement]

What Tools and IDEs Are Used in a Typical Python Programming Training Course?

Introduction

Python is one of the most popular programming languages in the world, known for its simplicity and readability. It's used in web development, data science, AI, and more. But writing Python code effectively requires more than just understanding syntax; you need the right tools and integrated development environments (IDEs). In any comprehensive Python online training with certification, understanding and using these tools is a crucial part of the learning journey.

According to the 2024 Stack Overflow Developer Survey, Python ranks as the most wanted language among developers. This shows a strong industry demand and growing interest from beginners. To keep up, python programming online training courses are integrating a variety of tools and IDEs that help learners practice, debug, and build projects more efficiently.

In this blog, we’ll explore the most commonly used tools and IDEs in a typical Python programming training course. You’ll learn what each tool does, why it matters, and how it helps in real-world scenarios.

Understanding the Python Development Environment

Before diving into individual tools, it's important to understand what makes up a Python development environment. In a typical Python online training with certification, the environment includes:

An IDE or code editor for writing Python code.

A Python interpreter to run the code.

Package managers like pip to install libraries.

Version control tools to track project changes.

Notebooks or dashboards for interactive development. These components help create a seamless workflow for coding, testing, and debugging.

Top IDEs Used in Python Online Training With Certification

PyCharm

Why it’s used in Python courses: PyCharm by JetBrains is one of the most feature-rich IDEs for Python. It supports python language online development with intelligent code completion, error highlighting, and integrated debugging tools.

Features:

Integrated debugging and testing

Smart code navigation

Refactoring tools

Version control support

Integrated terminal and Python console

Example in training: In Python online training with certification, students often use PyCharm to work on object-oriented programming projects or web development with Django.

Visual Studio Code (VS Code)

Why it’s popular: VS Code is lightweight, open-source, and customizable. With the Python extension installed, it becomes a powerful tool for any Python programmer.

Features:

IntelliSense for Python

Built-in Git support

Extensive extensions marketplace

Integrated terminal

Jupyter Notebook support

Example in training: VS Code is commonly used when introducing learners to data science libraries like Pandas and NumPy.

Jupyter Notebook

Why it’s essential for data science: Jupyter is more than an IDE; it's a web-based interactive computing platform. It allows you to mix code, output, visualizations, and markdown.

Features:

Inline visualization (great for Matplotlib, Seaborn)

Segment-based execution

Easy documentation with Markdown

Works seamlessly with Anaconda

Example in training: Used extensively in Python online training with certification for data analysis, machine learning, and statistics-based modules.

IDLE (Integrated Development and Learning Environment)

Why it’s beginner-friendly: IDLE is Python’s built-in IDE. While basic, it’s often introduced first to help learners focus on understanding syntax and logic without distractions.

Features:

Lightweight and easy to install

Simple REPL environment

Good for small scripts and exercises

Example in training: Used during the early phase of the course for learning variables, control flow, and functions.

Essential Tools for Python Programming

Python Interpreter

Every Python course requires a Python interpreter to execute the code. Python 3.x is the standard for most training programs today.

Key Use: Interprets and executes your code line-by-line, providing immediate output or error messages.

Anaconda Distribution

Why it’s useful: Anaconda is a bundle that includes Python, Jupyter, and hundreds of scientific libraries. It's widely used in data-heavy training modules.

Benefits:

Easy package management via Conda

Comes with Jupyter pre-installed

Ideal for machine learning and data analysis

Real-world tie-in: Many professionals use Anaconda in industry settings for AI and analytics work, making it highly relevant in Python online training with certification.

Version Control and Collaboration Tools

Git and GitHub

Why it's taught in courses: Version control is a must-have skill. Students are introduced to Git for local version tracking and GitHub for remote collaboration.

How it’s used:

Commit and push changes

Work in teams on group assignments

Review and merge pull requests

Example Project: Building a multi-file Python project with collaboration using Git branches.

Python Package Management Tools

pip (Python Package Installer)

Used in nearly every course, pip allows students to install packages from the Python Package Index (PyPI).

Command Example:

bash

pip install requests

virtualenv and venv

These tools are used to create isolated environments, avoiding package conflicts across projects.

Why it matters in training: It teaches learners how to manage dependencies correctly.

Code Linters and Formatters

Pylint and Flake8

These tools help identify syntax errors, poor coding practices, and PEP8 violations.

How it helps learners:

Immediate feedback on bad code

Encourages good coding habits

Prepares for real-world collaboration

Black

Black is an automatic code formatter that enforces a uniform style.

Why it’s taught: In professional development environments, consistent code style is crucial. Black makes that easy.

Jupyter Notebooks and Interactive Coding Tools

Google Colab

Why it’s included: Google Colab provides free cloud-based Jupyter notebooks with GPU support. It’s great for training AI and ML models.

Features:

No local setup required

Supports Python 3 and major libraries

Shareable and collaborative

Thonny

A beginner-friendly IDE ideal for introducing students to debugging and variable tracking visually.

Used for: Explaining loops, conditionals, and function scopes visually.

Real-World Applications in Training Projects

Web Development

Tools Used: PyCharm, Flask/Django, GitHub

Project Example: Build a blog website with CRUD features.

Data Analysis

Tools Used: Jupyter, Pandas, Matplotlib

Project Example: Analyze COVID-19 datasets and visualize trends.

Machine Learning

Tools Used: Google Colab, Scikit-learn, TensorFlow

Project Example: Build a linear regression model to predict housing prices.

Automation Scripts

Tools Used: VS Code, Selenium

Project Example: Automate login and data scraping from websites.

Key Takeaways

Python online training with certification includes tools that mirror real-world job roles.

IDEs like PyCharm and VS Code enhance learning through code suggestions, debugging, and integration.

Jupyter and Colab are essential for data-driven modules.

Git, pip, and virtual environments introduce real-world development workflows.

Code linters and formatters help build professional-level coding habits.

Conclusion

Whether you're aiming for data science, web development, or automation, understanding the tools and IDEs used in a python programming training course is crucial. These tools don't just make learning easier, they prepare you for real-world coding jobs.

Ready to sharpen your Python skills and build job-ready projects? Start learning with the right tools today!

[opensourceais]

Your AI Doesn’t Sleep. Neither Should Your Monitoring.

We’re living in a world run by models from real-time fraud detection to autonomous systems navigating chaos. But what happens after deployment?

What happens when your model starts drifting, glitching, or breaking… quietly?

That’s the question we asked ourselves while building the AI Inference Monitor, a core module of the Aurora Framework by Auto Bot Solutions.

This isn’t just a dashboard. It’s a watchtower.

It sees every input and output. It knows when your model lags. It learns what “normal” looks like and it flags what doesn’t.

Why it matters: You can’t afford to find out two weeks too late that your model’s been hallucinating, misclassifying, or silently underperforming.

That’s why we gave the AI Inference Monitor:

Lightweight Python-based integration

Anomaly scoring and model drift detection

System resource tracking (RAM, CPU, GPU)

Custom alert thresholds

Reproducible logging for full audits

No more guessing. No more “hope it holds.” Just visibility. Control. Insight.

Built for developers, researchers, and engineers who know the job isn’t over when the model trains it’s just beginning.

Explore it here: Aurora On GitHub : AI Inference Monitor https://github.com/AutoBotSolutions/Aurora/blob/Aurora/ai_inference_monitor.py

Aurora Wiki https://autobotsolutions.com/aurora/wiki/doku.php?id=ai_inference_monitor

Get clarity. Get Aurora. Because intelligent systems deserve intelligent oversight.

Sub On YouTube: https://www.youtube.com/@autobotsolutions/videos

[360edukraft]

What are the different types of power bi certification course in Pune

Introduction Power BI and Its Rising Demand

Data is not just information it's power. In the current digital period, associations calculate on data visualization and analytics to stay competitive. Power BI, Microsoft's leading business analytics tool, empowers professionals to fantasize, dissect, and share perceptivity from data in real- time. As businesses decreasingly move towards data- driven opinions, the demand for professed Power BI professionals is soaring.

Types of Power BI Certification Courses in Pune

Freshman- position Power BI Courses

Ideal for those dipping their toes into data analytics. These courses introduce Power BI’s interface, dashboards, and introductory DAX formulas. Anticipate hands- on tutorials and interactive visual systems.

Intermediate Power BI Certification Programs

For those with some experience in analytics, intermediate courses claw into data modeling, Power Query metamorphoses, and advanced visualizations. It’s the perfect ground between proposition and assiduity operation.

Advanced Power BI Certification Tracks

Targeting professionals with previous BI experience, advanced instruments concentrate on enterprise- position results, Power BI integration with Azure, and bedded analytics. learning these modules paves the way for elderly data critic places.

Microsoft Power BI instrument – The Global Standard

The Microsoft Certified Data Analyst Associate credential is the gold standard. Grounded on the PL- 300 test, it validates your capability to prepare, model, fantasize, and dissect data using Power BI. numerous Pune institutes structure their training to directly support this instrument.

Course Format Options in Pune

Classroom- Grounded Training

For those who thrive in a physical literacy terrain, classroom sessions offer educator support, peer commerce, and a structured literacy pace. Several training centers in Pune, especially in areas like Kothrud and Hinjewadi, give weekend and weekday batches.

Online educator- Led Power BI Courses

Blending inflexibility with real- time support, these courses offer live virtual classes from pukka coaches. Perfect for working professionals demanding schedule rigidity.

Tone- Paced Learning Programs

For the tone- motivated learner, recorded lectures, downloadable coffers, and practice datasets are handed. These are frequently more budget-friendly and can be completed at your own pace.

Duration and Structure of Power BI Certification Courses

utmost freshman- position courses last 4 – 6 weeks, while intermediate and advanced tracks may stretch to 8 – 12 weeks. Courses generally follow a modular structure, gradationally introducing learners to data cleaning, modeling, visualization, and reporting.

Real- Time systems and Case Studies – What to Anticipate

Anticipate systems involving deals dashboards, client segmentation, and functional analytics. Real- time case studies insure you are not just learning proposition but applying it to business scripts.

Tools and Technologies Covered Alongside Power BI

numerous courses integrate tools like SQL, Excel, Python for data visualization, and Azure Synapse Analytics to give learners a comprehensive BI toolkit.

Benefits of Enrolling in a Power BI Course in Pune

Pune, being a tech mecca, offers excellent faculty, practical exposure, and networking openings. scholars frequently profit from original externship tie- ups and placement support.

Top Institutes Offering Power BI Certification Course in Pune

Some well- regarded names include

Ethans Tech

3RI Technologies

SevenMentor

Edureka( online presence with Pune support) These institutes boast educated coaches, solid course material, and placement backing.

How to Choose the Right instrument Course for You

Define your literacy thing freshman, job switcher, or advanced critic? Review the syllabus, read reviews, assess coach credibility, and interrogate about real- world design work. Do n’t forgetpost-course support and placement help.

Average Cost of Power BI instruments in Pune

Prices range from ₹ 8,000 to ₹ 25,000 depending on course position and format. Online courses may offer EMI and rush abatements.

Career openings Post Certification

pukka professionals can land places like

Business Intelligence Analyst

Data Visualization Specialist

Power BI inventor

Data AnalystCompanies hiring include TCS, Infosys, conscious, andmid-level startups.

Salary prospects in Pune vs Other metropolises

A pukka Power BI critic in Pune earns ₹ 4 – 7 LPA on average. In discrepancy, hires in New York or San Francisco may start from$ 70,000 –$ 90,000 annually, reflecting cost- of- living differences.

Comparing Pune’s Immolations to Other metropolises

Power BI instrument Course in Washington

Power BI Certification Course in Washington offers cutting- edge content backed by government and commercial collaboration, the cost of training and living is significantly advanced compared to Pune.

Power BI Certification Course in San Francisco

Known for its Silicon Valley edge, Power BI Certification Course in San Francisco frequently leans into pall integration and AI- powered BI tools. But again, Pune offers more affordable options with solid content depth.

Power BI Certification Course in New York

Courses in New York emphasize fiscal and enterprise data analytics. Pune’s growing finance and IT sectors are catching up presto, making it a good contender at a bit of the price.

Tips to Ace Your Power BI instrument test

Practice daily using Microsoft’s sample datasets.

Recreate dashboards from scrape.

Focus on DAX and data modeling.

Join Power BI forums for tips and challenges.

Conclusion – The Road Ahead for BI Professionals

Whether you are in Pune, Washington, San Francisco, or Power BI Certification Course in New York can turbocharge your career in data analytics. As businesses embrace data for every decision, pukka professionals will continue to be in high demand.

[softcrayonsblog]

Advanced Python Training: Master High-Level Programming with Softcrayons 

Advanced python training | Advanced python course | Advanced python training institute 

In today's tech-driven world, knowing Python has become critical for students and professionals in data science, AI, machine learning, web development, and automation. While fundamental Python offers a strong foundation, true mastery comes from diving deeper into complex concepts. That’s where Advanced Python training at Softcrayons Tech Solution plays a vital role. Whether you're a Python beginner looking to level up or a developer seeking specialized expertise, our advanced Python training in Noida, Ghaziabad, and Delhi NCR offers the perfect path to mastering high-level Python programming. 

Why Advance Python Training Is Essential in 2025

Python continues to rule the programming world due to its flexibility and ease of use. However, fundamental knowledge is no longer sufficient in today’s competitive business landscape. Companies are actively seeking professionals who can apply advanced Python principles in real-world scenarios. This is where Advanced python training becomes essential—equipping learners with the practical skills and deep understanding needed to meet modern industry demands.

Our Advanced Python Training Course is tailored to make you job-ready. It’s ideal for professionals aiming to:

Build scalable applications

Automate complex tasks

Work with databases and APIs

Dive into data analysis and visualization

Develop back-end logic for web and AI-based platforms

This course covers high-level features, real-world projects, and practical coding experience that employers demand.

Why Choose Softcrayons for Advanced Python Training?

Softcrayons Tech Solution is one of the best IT training institutes in Delhi NCR, with a proven track record in delivering job-oriented, industry-relevant courses. Here’s what sets our Advanced Python Training apart:

Expert Trainers

Learn from certified Python experts with years of industry experience. Our mentors not only teach you advanced syntax but also guide you through practical use cases and problem-solving strategies.

Real-Time Projects

Gain hands-on experience with live projects in automation, web scraping, data manipulation, GUI development, and more. This practical exposure is what makes our students stand out in interviews and job roles.

Placement Assistance

We provide 100% placement support through mock interviews, resume building, and company tie-ups. Many of our learners are now working with top MNCs across India.

Flexible Learning Modes

Choose from online classes, offline sessions in Noida/Ghaziabad, or hybrid learning formats, all designed to suit your schedule.

Course Highlights of Advanced Python Training

Our course is structured to provide a comprehensive learning path from intermediate to advanced level. Some of the major modules include:

Object-Oriented Programming (OOP)

Understand the principles of OOP including classes, inheritance, polymorphism, encapsulation, and abstraction. Apply these to real-world applications to write clean, scalable code.

File Handling & Exception Management

Learn how to manage files effectively and handle different types of errors using try-except blocks, custom exceptions, and best practices in debugging.

Iterators & Generators

Master the use of Python’s built-in iterators and create your own generators for memory-efficient coding.

Decorators & Lambda Functions

Explore advanced function concepts like decorators, closures, and anonymous functions that allow for concise and dynamic code writing.

Working with Modules & Packages

Understand how to build and manage large-scale projects with custom packages, modules, and Python libraries.

Database Connectivity

Connect Python with MySQL, SQLite, and other databases. Perform CRUD operations and work with data using Python’s DB-API.

Web Scraping with BeautifulSoup & Requests

Build web crawlers to extract data from websites using real-time scraping techniques.

Introduction to Frameworks

Get a basic introduction to popular frameworks like Django and Flask to understand how Python powers modern web development.

Who Can Join Advanced Python Training?

This course is ideal for:

IT graduates or B.Tech/MCA students

Working professionals in software development

Aspirants of data science, automation, or AI

Anyone with basic Python knowledge seeking specialization

Prerequisite: Basic understanding of Python programming. If you're new, we recommend starting with our Beginner Python Course before moving to advanced topics.

Tools & Technologies Covered

Throughout the Advance Python Training at Softcrayons, you will gain hands-on experience with:

Python 3.x

PyCharm / VS Code

Git & GitHub

MySQL / SQLite

Jupyter Notebook

Web scraping libraries (BeautifulSoup, Requests)

JSON, API Integration

Virtual environments and pip

Career Opportunities After Advanced Python Training

After completing this course, you will be equipped to take up roles such as:

Python Developer

Data Analyst

Automation Engineer

Backend Developer

Web Scraping Specialist

API Developer

AI/ML Engineer (with additional learning)

Python is among the top-paying programming languages today. With the right skills, you can easily earn a starting salary of ₹4–7 LPA, which can rise significantly with experience and expertise.

Certification & Project Evaluation

Softcrayons Tech Solution will provide you with a globally recognized Advance Python Training certificate once you complete the course. In addition, your performance in capstone projects and assignments will be assessed to ensure that you are industry ready.

Final Words

Python is more than simply a beginner's language; it's an effective tool for developing complex software solutions. Enrolling in the platform's Advanced python training course is more than simply studying; it is also preparing you for a job in high demand and growth.Take the next step to becoming a Python master. Join Softcrayons today to turn your potential into performance. Contact us

[violentrefugementor]

Why Luminar Technolab is the Best Software Institute in Kochi for Future Tech Experts

With the rapidly evolving nature of the digital era in the present, choosing the right software training institute can be a game-changer for your future. With technology leaving its footprint in every sector, talented individuals with expertise in fields such as software development, data science, artificial intelligence, and web development have never been more in demand. And when it comes to bridging the gap between theoretical education and real-time applications, Luminar Technolab is a clear winner. In fact, it's not only considered the top software training institute in Kochi, but for good reason.

This blog takes a look at why Luminar Technolab has become so famous and how it can transform your career journey in the IT sector.

1. A Consistent Track Record of Excellence

Luminar Technolab is not just another name in the sea of software training institutes. It has been well-reputed in recent years for consistently offering industry-relevant training. There are hundreds of students who were once lost to understand their career paths and are today placed in top tech companies in India and abroad, thanks to Luminar's well-structured courses and practical teaching approach.

Unlike traditional training institutes, Luminar focuses on:

In-depth curriculum

Industry-standard tools and techniques

Real-time projects

Soft skills and placement training

This comprehensive focus on development makes it one of the most career-centric and best software training institutes in Kochi.

2. Industry-Aligned Courses That Matter

Whether you’re a beginner stepping into the tech world or a graduate looking to upskill, Luminar Technolab offers a variety of industry-focused courses tailored to meet current and future demands.

 Popular Courses Include:

Full Stack Python Development

Data Science & Machine Learning

Java Full Stack Development

Flutter Mobile App Development

Software Testing (Manual & Automation)

MEAN / MERN Stack Development

AWS, DevOps, and Cloud Computing

Business Intelligence Tools (Power BI, Tableau)

These courses are not certifications, they are career accelerators.

3. Experienced Mentors & Trainers

One of Luminar Technolab's best supporting pillars is its extremely skilled trainers. They aren't instructors, they're project professionals with extensive work experience in actual projects. Mentors are aware of what employers need and design training modules that neatly plug into practical necessities.

Each trainer has an individual approach, mentoring students not only on technical matters but also on career development in technology.

Their mentorship is one of the main reasons why Luminar is consistently voted the best software institute in Kochi by its alumni.

4. Hands-On Learning with Real-Time Projects

In today's job market, being smart is no longer enough. Employers want candidates who can "hit the ground running."

That's why Luminar Technolab emphasizes a lot on project-based learning. From building websites to working with data sets and deploying applications on the cloud, students get an opportunity to work on real-life, industry-relevant projects.

These projects not only reinforce learning but also build confidence. Even some students make use of project work as a portfolio to impress the recruiters during interviews.

5. Amazing Placement Support

What truly makes Luminar stand out as a favorite among students is its outstanding placement support. The institute boasts great connections with over 100+ hiring partners in the technology industry, including MNCs, startups, and mid-sized companies.

Placement support consists of:

Resume building

Interview preparation

Mock interviews

Job scheduling and notifications

Company-specific training

By this extensive guidance, students are always rematched with high-growth companies with lucrative salary packages. This frequent performance is the reason for Luminar being ranked as the best software academy in Kochi.

6. Career-Focused Approach

Not every institute is focused solely on technical training, though. Luminar has a career-first focus. From week one of instruction, focus is not only on writing code but on learning job-readiness as well.

Students are trained to:

Communicate well

Work effectively in teams

Implement Agile/Scrum methodology

Manage projects

Problem-solving and critical thinking

All these factors for career-readiness are integral to long-term success and are included in the syllabus of every course.

7. Awarded as a Reliable Training Brand

Luminar Technolab is ISO-certified and has a partnership with the National Skill Development Corporation (NSDC) and Skill India. It's a govt.-approved organization that always remains at the forefront of Kochi's tech training landscape.

These certifications not only enhance the institute's reputation but also ensure the quality of training in line with international standards.

8. Hybrid Learning Options

Another enormous advantage of choosing Luminar Technolab is flexibility. Students can enroll in:

Physical classes on the Kochi campus

Online live classes from any location in India

This combination of learning prevents geographical limitations from coming in the way of students reaching quality education. The online platforms are not static, and students receive the same level of individualized attention and guidance as offline classes.

9. Student Success Stories

No testimonial beats the success of alumni. Hundreds of Luminar alumni today work as:

Software Engineers in leading IT companies

Data Scientists in analytics companies

App Developers in startups

QA Engineers and Automation Testers in product companies

Most of them had very little programming experience but were able to build robust careers following the training at Luminar.

Their feedback is the proof that anyone can be successful if properly guided, and Luminar does it in abundance.

10. Location Advantage – In the Very Heart of Kochi

Situated in one of Kerala's technology parks, Luminar Technolab is easily accessible from any desirable location. Kochi boasts of Infopark and several tech parks, making it a smart choice for upcoming developers and data professionals.

Students get the advantage of being closely located to an emerging IT environment, getting them exposed more and with greater career opportunities.

Final Thoughts: Why Luminar Technolab is Your Best Choice

Choosing the right training institute is one of the major decisions in a techie aspirant's life. If you are looking for an institution which:

Offers job-oriented training

Offers one-to-one mentorship

Provides live projects

Has a high placement record

And is known as the best software training institute in Kochi Therefore, Luminar Technolab is your clear choice.With proper training, direction, and approach, your desired IT career is well within your reach and Luminar is here to guide you through it.

Ready to Start Your Tech Career?

Stop by www.luminartechnolab.com or pay a visit to the Kochi center to meet with a counselor and sign up for a course of your choice.

[justtryblockchain]

The Technology Stack Behind a Fast Cryptocurrency Exchange Script

In the fast-paced world of crypto trading, speed, security, and scalability are everything. Whether you're launching a new platform or upgrading an existing one, the technology stack behind your cryptocurrency exchange script plays a crucial role in user experience and platform success.

Let’s break down what goes into building a lightning-fast and secure crypto exchange.

🔹 Frontend Technologies

Speedy UI/UX is critical. Most modern exchanges use React.js or Vue.js to build interactive, responsive interfaces. These frameworks ensure real-time updates for charts, orders, and wallets without page reloads.

🔹 Backend Frameworks

A high-performance backend is the engine. Node.js, Go, or Python (Django) are popular choices thanks to their scalability and non-blocking architecture. These handle everything from API requests to order matching engines efficiently.

🔹 Database Layer

Handling massive transactional data? Robust databases like PostgreSQL, MongoDB, or Redis are often used for storing trade history, user data, and wallet balances. Some platforms use a hybrid structure to combine speed and consistency.

🔹 Blockchain Integration

A core component of any cryptocurrency exchange script is wallet integration. Secure APIs connect your platform to major blockchains like Bitcoin, Ethereum, BNB Chain, and others for deposits, withdrawals, and transaction tracking.

🔹 Security Stack

Cyber threats are real. A solid exchange script includes 2FA, anti-DDoS protection, KYC/AML modules, and encrypted wallets to ensure compliance and protect user funds.

🔹 Real-Time Engines

For instant order execution and price updates, technologies like WebSockets and Kafka enable real-time data flow, critical for high-frequency traders.

🔹 DevOps & Deployment

Using Docker, Kubernetes, and cloud platforms like AWS or Azure ensures that your exchange is scalable, highly available, and easy to maintain. A solid cryptocurrency exchange script backed by this stack not only performs faster but also earns user trust. Are you using the right stack to build your crypto platform?

[vaithu]

How to Build a Scalable Online Pharmacy Like 1mg in 2025 

In recent years, the digital health space has surged, and platforms like 1mg have revolutionized how people access medicines, diagnostics, and healthcare advice online. With the Indian ePharmacy market projected to surpass $10 billion by 2025, the opportunity to launch a 1mg clone has never been more lucrative. But building a scalable, compliant, and user-friendly online pharmacy requires more than just app development — it requires vision, planning, and strategic execution.

Step-by-Step Blueprint to Build a Scalable 1mg Clone in 2025

1. Start with a Viable Business Model

Before jumping into development, define your core business model:

B2C Online Pharmacy

Marketplace for Pharmacies

Subscription-based Healthcare

Omnichannel Model (online + in-store pickup)

Pro Tip: Focus on solving accessibility, affordability, and trust — pillars of 1mg’s success.

2. Build Key Modules and Core Features

Your app should replicate and improve upon 1mg’s functional offerings:

User-side Features

Medicine search & filters

Prescription upload

Smart cart & checkout

Order tracking

Doctor consultation

Lab test booking

Pill reminder notifications

Admin & Pharmacy Panel

Inventory and stock control

Order assignment & fulfillment

Dynamic pricing & promotions

Reports, analytics, and compliance dashboard

Security & Compliance

CDSCO certification & eRx protocols

User data encryption (HIPAA/GDPR aligned)

eKYC for users and pharmacists

3. Use a Scalable Tech Stack

To handle high transaction volumes and real-time logistics, opt for:

Frontend: React Native or Flutter (cross-platform)

Backend: Node.js + Express / Django + Python

Database: PostgreSQL + Redis (for cache optimization)

Cloud Infra: AWS or GCP for elastic scalability

APIs: Drug database, eRx integration, payment gateways

4. Integrate Real-Time Logistics and Telehealth

Live delivery tracking via GPS

Pharmacy slot optimization for delivery routing

Video consultation via WebRTC or Zoom SDK

5. Make Your App Compliant from Day 1

Ensure you’re aligned with:

Indian Telemedicine Practice Guidelines

Pharmacy Act, Drugs & Cosmetics Act

CDSCO licensing for online medicine sales

6. Focus on Growth-Driven UX & Personalization

AI/ML tools can:

Suggest reorders

Personalized care increases retention and LTV.

Recommend products based on purchase behavior

Predict medicine demand by region/season

7. Implement a Future-Proof Monetization Strategy

You can monetize via:

Medicine margin markup

Featured listings for pharmacies

Subscription plans for chronic care users

Teleconsultation fees

Sponsored health content

For building 1mg clone refer our blog 1mg Clone App Explained: What It Is and How It Works

Conclusion: Why Miracuves is Your Ideal Partner to Build a 1mg Clone

Building a scalable 1mg clone app in 2025 is no small feat — it requires technical expertise, domain knowledge, and regulatory awareness. This is where Miracuves comes in.

At Miracuves, we specialize in healthtech platform development, offering:

Ready-to-deploy 1mg clone solutions

Custom development tailored to your region & regulations

Secure and scalable cloud architecture

End-to-end support from launch to growth

Whether you’re a startup, hospital group, or pharmacy chain, our white-label online pharmacy platform empowers you to launch fast and scale smart.

Let Miracuves transform your digital health vision into a reality. Contact us to get started today!

[classbazaarpromos]

Microlearning: The Future of Online Education in 2025

Microlearning in 2025: The Future of Fast, Flexible Education In a fast-paced world like 2025, long lectures and full-day classes don’t quite fit into busy schedules. That’s why microlearning—a method of delivering short, focused learning content—is gaining massive popularity across industries and age groups.

Whether you’re a student preparing for exams or a professional aiming to upskill, microlearning delivers exactly what you need in just 2–10 minutes per session.

What is Microlearning? Microlearning breaks complex topics into bite-sized lessons that are easy to digest and remember. Unlike traditional e-learning, which can involve lengthy modules and heavy reading, microlearning offers mobile-friendly, engaging content—think flashcards, quizzes, infographics, and short videos.

These modules fit into your daily life, allowing you to learn while commuting, taking a coffee break, or even in between meetings. It’s designed to match the brain’s natural ability to process information in chunks, making learning both effective and convenient.

Why Microlearning Works 🔹 Higher Retention & Engagement Microlearning uses key principles of cognitive science—like spaced repetition and micro-assessments—to make learning stick. Because the content is short and specific, learners stay engaged and are more likely to complete modules.

🔹 Anytime, Anywhere Learning Thanks to mobile-first design, learners can study on the go. Whether you have 5 minutes or 15, there’s always time to learn something new—perfect for multitaskers and those with packed schedules.

🔹 Cost-Effective & Time-Saving Most micro-courses are free or low-cost, making high-quality education accessible. You don’t need to commit hours or spend heavily—10 minutes a day can gradually build new skills or strengthen old ones.

Top Microlearning Platforms in 2025 Class Bazaar Aggregates the best micro-courses across the internet. Perfect for learning coding, design, or business skills with helpful filters for time, level, and price.

LinkedIn Learning Offers thousands of skill-focused clips for professionals. Courses are optimized for business use and include certifications that can be added to your LinkedIn profile.

Udemy Known for its wide range of short and affordable courses in tech, health, marketing, and more.

Duolingo Popular for language learning through gamified lessons. Its 5–10-minute daily quizzes and AI-driven conversations keep users engaged.

Coursera & edX Offer “MicroMasters” and “MicroBachelors” programs—short, stackable courses that lead to recognized certifications.

Must-Try Microlearning Courses Easy Python Programming – Ideal for beginners to get a hands-on start in coding.

Ignite Your Soft Skills – Improve communication and time management in quick bursts.

Microsoft Excel Essentials – From basic to advanced Excel skills, plus a certificate.

AI for Leaders – Helps business professionals grasp AI concepts without a tech background.

Who Should Use Microlearning? Students – Prepare for tests and grasp difficult topics quickly.

Professionals – Learn new tools or strategies during commutes or work breaks.

Freelancers – Balance multiple gigs while gaining skills one module at a time.

Companies – Train employees effectively with budget-friendly, on-demand content.

How to Get the Most from Microlearning Set Daily or Weekly Goals – Even one module a day adds up fast.

Use Mobile Apps – Duolingo, Class Bazaar, and LinkedIn Learning make learning portable.

Track Progress – Use apps like Notion to monitor streaks, completion, and time spent.

Apply What You Learn – Reinforce knowledge through real-life tasks.

Use Spaced Repetition – Tools like Anki help with long-term memory retention.

The Future of Microlearning in EdTech 2025 is seeing exciting innovations that will reshape how we learn:

AI-Personalized Paths – Adaptive learning based on user activity and goals.

Customized Experiences – Content tailored to your learning style (visual, audio, interactive).

Wearables & Smart Assistants – Get lessons on your smartwatch or voice assistant.

Gamification – Streaks, leaderboards, and instant feedback make learning addictive and fun.

Final Thoughts Microlearning is no longer just a trend—it’s becoming the backbone of modern education. It’s flexible, effective, and perfect for the fast-moving world of 2025. Whether you're leveling up your career, studying for exams, or picking up a new hobby, microlearning makes learning easier, faster, and more fun.

[this-week-in-rust]

This Week in Rust 510

Hello and welcome to another issue of This Week in Rust! Rust is a programming language empowering everyone to build reliable and efficient software. This is a weekly summary of its progress and community. Want something mentioned? Tag us at @ThisWeekInRust on Twitter or @ThisWeekinRust on mastodon.social, or send us a pull request. Want to get involved? We love contributions.

This Week in Rust is openly developed on GitHub and archives can be viewed at this-week-in-rust.org. If you find any errors in this week's issue, please submit a PR.

Updates from Rust Community

Official

Announcing Rust 1.72.0

Change in Guidance on Committing Lockfiles

Cargo changes how arrays in config are merged

Seeking help for initial Leadership Council initiatives

Leadership Council Membership Changes

Newsletters

This Week in Ars Militaris VIII

Project/Tooling Updates

rust-analyzer changelog #196

The First Stable Release of a Memory Safe sudo Implementation

We're open-sourcing the library that powers 1Password's ability to log in with a passkey

ratatui 0.23.0 is released! (official successor of tui-rs)

Zellij 0.38.0: session-manager, plugin infra, and no more offensive session names

Observations/Thoughts

The fastest WebSocket implementation

Rust Malware Staged on Crates.io

ESP32 Standard Library Embedded Rust: SPI with the MAX7219 LED Dot Matrix

A JVM in Rust part 5 - Executing instructions

Compiling Rust for .NET, using only tea and stubbornness!

Ad-hoc polymorphism erodes type-safety

How to speed up the Rust compiler in August 2023

This isn't the way to speed up Rust compile times

Rust Cryptography Should be Written in Rust

Dependency injection in Axum handlers. A quick tour

Best Rust Web Frameworks to Use in 2023

From tui-rs to Ratatui: 6 Months of Cooking Up Rust TUIs

[video] Rust 1.72.0

[video] Rust 1.72 Release Train

Rust Walkthroughs

[series] Distributed Tracing in Rust, Episode 3: tracing basics

Use Rust in shell scripts

A Simple CRUD API in Rust with Cloudflare Workers, Cloudflare KV, and the Rust Router

[video] base64 crate: code walkthrough

Miscellaneous

Interview with Rust and operating system Developer Andy Python

Leveraging Rust in our high-performance Java database

Rust error message to fix a typo

[video] The Builder Pattern and Typestate Programming - Stefan Baumgartner - Rust Linz January 2023

[video] CI with Rust and Gitlab Selfhosting - Stefan Schindler - Rust Linz July 2023

Crate of the Week

This week's crate is dprint, a fast code formatter that formats Markdown, TypeScript, JavaScript, JSON, TOML and many other types natively via Wasm plugins.

Thanks to Martin Geisler for the suggestion!

Please submit your suggestions and votes for next week!

Call for Participation

Always wanted to contribute to open-source projects but did not know where to start? Every week we highlight some tasks from the Rust community for you to pick and get started!

Some of these tasks may also have mentors available, visit the task page for more information.

Hyperswitch - add domain type for client secret

Hyperswitch - deserialization error exposes sensitive values in the logs

Hyperswitch - move redis key creation to a common module

mdbook-i18n-helpers - Write tool which can convert translated files back to PO

mdbook-i18n-helpers - Package a language selector

mdbook-i18n-helpers - Add links between translations

Comprehensive Rust - Link to correct line when editing a translation

Comprehensive Rust - Track the number of times the redirect pages are visited

RustQuant - Jacobian and Hessian matrices support.

RustQuant - improve Graphviz plotting of autodiff computational graphs.

RustQuant - bond pricing implementation.

RustQuant - implement cap/floor pricers.

RustQuant - Implement Asian option pricers.

RustQuant - Implement American option pricers.

release-plz - add ability to mark Gitea/GitHub release as draft

zerocopy - CI step "Set toolchain version" is flaky due to network timeouts

zerocopy - Implement traits for tuple types (and maybe other container types?)

zerocopy - Prevent panics statically

zerocopy - Add positive and negative trait impl tests for SIMD types

zerocopy - Inline many trait methods (in zerocopy and in derive-generated code)

datatest-stable - Fix quadratic performance with nextest

Ockam - Use a user-friendly name for the shared services to show it in the tray menu

Ockam - Rename the Port to Address and support such format

Ockam - Ockam CLI should gracefully handle invalid state when initializing

css-inline - Update cssparser & selectors

css-inline - Non-blocking stylesheet resolving

css-inline - Optionally remove all class attributes

If you are a Rust project owner and are looking for contributors, please submit tasks here.

Updates from the Rust Project

366 pull requests were merged in the last week

reassign sparc-unknown-none-elf to tier 3

wasi: round up the size for aligned_alloc

allow MaybeUninit in input and output of inline assembly

allow explicit #[repr(Rust)]

fix CFI: f32 and f64 are encoded incorrectly for cross-language CFI

add suggestion for some #[deprecated] items

add an (perma-)unstable option to disable vtable vptr

add comment to the push_trailing function

add note when matching on tuples/ADTs containing non-exhaustive types

add support for ptr::writes for the invalid_reference_casting lint

allow overwriting ExpnId for concurrent decoding

avoid duplicate large_assignments lints

contents of reachable statics is reachable

do not emit invalid suggestion in E0191 when spans overlap

do not forget to pass DWARF fragment information to LLVM

ensure that THIR unsafety check is done before stealing it

emit a proper diagnostic message for unstable lints passed from CLI

fix races conditions with SyntaxContext decoding

fix waiting on a query that panicked

improve note for the invalid_reference_casting lint

include compiler flags when you break rust;

load include_bytes! directly into an Lrc

make Sharded an enum and specialize it for the single thread case

make rustc_on_unimplemented std-agnostic for alloc::rc

more precisely detect cycle errors from type_of on opaque

point at type parameter that introduced unmet bound instead of full HIR node

record allocation spans inside force_allocation

suggest mutable borrow on read only for-loop that should be mutable

tweak output of to_pretty_impl_header involving only anon lifetimes

use the same DISubprogram for each instance of the same inlined function within a caller

walk through full path in point_at_path_if_possible

warn on elided lifetimes in associated constants (ELIDED_LIFETIMES_IN_ASSOCIATED_CONSTANT)

make RPITITs capture all in-scope lifetimes

add stable for Constant in smir

add generics_of to smir

add smir predicates_of

treat StatementKind::Coverage as completely opaque for SMIR purposes

do not convert copies of packed projections to moves

don't do intra-pass validation on MIR shims

MIR validation: reject in-place argument/return for packed fields

disable MIR SROA optimization by default

miri: automatically start and stop josh in rustc-pull/push

miri: fix some bad regex capture group references in test normalization

stop emitting non-power-of-two vectors in (non-portable-SIMD) codegen

resolve: stop creating NameBindings on every use, create them once per definition instead

fix a pthread_t handle leak

when terminating during unwinding, show the reason why

avoid triple-backtrace due to panic-during-cleanup

add additional float constants

add ability to spawn Windows process with Proc Thread Attributes | Take 2

fix implementation of Duration::checked_div

hashbrown: allow serializing HashMaps that use a custom allocator

hashbrown: change & to &mut where applicable

hashbrown: simplify Clone by removing redundant guards

regex-automata: fix incorrect use of Aho-Corasick's "standard" semantics

cargo: Very preliminary MSRV resolver support

cargo: Use a more compact relative-time format

cargo: Improve TOML parse errors

cargo: add support for target.'cfg(..)'.linker

cargo: config: merge lists in precedence order

cargo: create dedicated unstable flag for asymmetric-token

cargo: set MSRV for internal packages

cargo: improve deserialization errors of untagged enums

cargo: improve resolver version mismatch warning

cargo: stabilize --keep-going

cargo: support dependencies from registries for artifact dependencies, take 2

cargo: use AND search when having multiple terms

rustdoc: add unstable --no-html-source flag

rustdoc: rename typedef to type alias

rustdoc: use unicode-aware checks for redundant explicit link fastpath

clippy: new lint: implied_bounds_in_impls

clippy: new lint: reserve_after_initialization

clippy: arithmetic_side_effects: detect division by zero for Wrapping and Saturating

clippy: if_then_some_else_none: look into local initializers for early returns

clippy: iter_overeager_cloned: detect .cloned().all() and .cloned().any()

clippy: unnecessary_unwrap: lint on .as_ref().unwrap()

clippy: allow trait alias DefIds in implements_trait_with_env_from_iter

clippy: fix "derivable_impls: attributes are ignored"

clippy: fix tuple_array_conversions lint on nightly

clippy: skip float_cmp check if lhs is a custom type

rust-analyzer: diagnostics for 'while let' loop with label in condition

rust-analyzer: respect #[allow(unused_braces)]

Rust Compiler Performance Triage

A fairly quiet week, with improvements exceeding a small scattering of regressions. Memory usage and artifact size held fairly steady across the week, with no regressions or improvements.

Triage done by @simulacrum. Revision range: d4a881e..cedbe5c

2 Regressions, 3 Improvements, 2 Mixed; 0 of them in rollups 108 artifact comparisons made in total

Full report here

Approved RFCs

Changes to Rust follow the Rust RFC (request for comments) process. These are the RFCs that were approved for implementation this week:

Create a Testing sub-team

Final Comment Period

Every week, the team announces the 'final comment period' for RFCs and key PRs which are reaching a decision. Express your opinions now.

RFCs

No RFCs entered Final Comment Period this week.

Tracking Issues & PRs

[disposition: merge] Stabilize PATH option for --print KIND=PATH

[disposition: merge] Add alignment to the NPO guarantee

New and Updated RFCs

[new] Special-cased performance improvement for Iterator::sum on Range<u*> and RangeInclusive<u*>

[new] Cargo Check T-lang Policy

Call for Testing

An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization. The following RFCs would benefit from user testing before moving forward:

No RFCs issued a call for testing this week.

If you are a feature implementer and would like your RFC to appear on the above list, add the new call-for-testing label to your RFC along with a comment providing testing instructions and/or guidance on which aspect(s) of the feature need testing.

Upcoming Events

Rusty Events between 2023-08-30 - 2023-09-27 🦀

Virtual

2023-09-05 | Virtual (Buffalo, NY, US) | Buffalo Rust Meetup

Buffalo Rust User Group, First Tuesdays

2023-09-05 | Virtual (Munich, DE) | Rust Munich

Rust Munich 2023 / 4 - hybrid

2023-09-06 | Virtual (Indianapolis, IN, US) | Indy Rust

Indy.rs - with Social Distancing

2023-09-12 - 2023-09-15 | Virtual (Albuquerque, NM, US) | RustConf

RustConf 2023

2023-09-12 | Virtual (Dallas, TX, US) | Dallas Rust

Second Tuesday

2023-09-13 | Virtual (Boulder, CO, US) | Boulder Elixir and Rust

Monthly Meetup

2023-09-13 | Virtual (Cardiff, UK)| Rust and C++ Cardiff

The unreasonable power of combinator APIs

2023-09-14 | Virtual (Nuremberg, DE) | Rust Nuremberg

Rust Nürnberg online

2023-09-20 | Virtual (Vancouver, BC, CA) | Vancouver Rust

Rust Study/Hack/Hang-out

2023-09-21 | Virtual (Charlottesville, NC, US) | Charlottesville Rust Meetup

Crafting Interpreters in Rust Collaboratively

2023-09-21 | Lehi, UT, US | Utah Rust

Real Time Multiplayer Game Server in Rust

2023-09-21 | Virtual (Linz, AT) | Rust Linz

Rust Meetup Linz - 33rd Edition

2023-09-25 | Virtual (Dublin, IE) | Rust Dublin

How we built the SurrealDB Python client in Rust.

Asia

2023-09-06 | Tel Aviv, IL | Rust TLV

RustTLV @ Final - September Edition

Europe

2023-08-30 | Copenhagen, DK | Copenhagen Rust Community

Rust metup #39 sponsored by Fermyon

2023-08-31 | Augsburg, DE | Rust Meetup Augsburg

Augsburg Rust Meetup #2

2023-09-05 | Munich, DE + Virtual | Rust Munich

Rust Munich 2023 / 4 - hybrid

2023-09-14 | Reading, UK | Reading Rust Workshop

Reading Rust Meetup at Browns

2023-09-19 | Augsburg, DE | Rust - Modern Systems Programming in Leipzig

Logging and tracing in Rust

2023-09-20 | Aarhus, DK | Rust Aarhus

Rust Aarhus - Rust and Talk at Concordium

2023-09-21 | Bern, CH | Rust Bern

Third Rust Bern Meetup

North America

2023-09-05 | Chicago, IL, US | Deep Dish Rust

Rust Happy Hour

2023-09-06 | Bellevue, WA, US | The Linux Foundation

Rust Global

2023-09-12 - 2023-09-15 | Albuquerque, NM, US + Virtual | RustConf

RustConf 2023

2023-09-12 | New York, NY, US | Rust NYC

A Panel Discussion on Thriving in a Rust-Driven Workplace

2023-09-12 | Minneapolis, MN, US | Minneapolis Rust Meetup

Minneapolis Rust Meetup Happy Hour

2023-09-14 | Seattle, WA, US | Seattle Rust User Group Meetup

Seattle Rust User Group - August Meetup

2023-09-19 | San Francisco, CA, US | San Francisco Rust Study Group

Rust Hacking in Person

2023-09-21 | Nashville, TN, US | Music City Rust Developers

Rust on the web! Get started with Leptos

2023-09-26 | Pasadena, CA, US | Pasadena Thursday Go/Rust

Monthly Rust group

2023-09-27 | Austin, TX, US | Rust ATX

Rust Lunch - Fareground

Oceania

2023-09-13 | Perth, WA, AU | Rust Perth

Rust Meetup 2: Lunch & Learn

2023-09-19 | Christchurch, NZ | Christchurch Rust Meetup Group

Christchurch Rust meetup meeting

2023-09-26 | Canberra, ACT, AU | Rust Canberra

September Meetup

If you are running a Rust event please add it to the calendar to get it mentioned here. Please remember to add a link to the event too. Email the Rust Community Team for access.

Jobs

Please see the latest Who's Hiring thread on r/rust

Quote of the Week

In [other languages], I could end up chasing silly bugs and waste time debugging and tracing to find that I made a typo or ran into a language quirk that gave me an unexpected nil pointer. That situation is almost non-existent in Rust, it's just me and the problem. Rust is honest and upfront about its quirks and will yell at you about it before you have a hard to find bug in production.

– dannersy on Hacker News

Thanks to Kyle Strand for the suggestion!

Please submit quotes and vote for next week!

This Week in Rust is edited by: nellshamrell, llogiq, cdmistman, ericseppanen, extrawurst, andrewpollack, U007D, kolharsam, joelmarcey, mariannegoldin, bennyvasquez.

Email list hosting is sponsored by The Rust Foundation

Discuss on r/rust

[lakshmisssit]

Top Python Full Stack Certifications to Boost Your Career

In today’s rapidly evolving tech landscape, mastering Python full stack development is a smart move for both beginners and professionals. Many learners at the best software training institute in Hyderabad start their journey with certification programs that not only build practical skills but also boost professional credibility. Certifications are more than just proof of knowledge—they open doors to better jobs, higher salaries, and long-term career growth.

1. Python Full Stack Developer Certification – Simplilearn

This industry-aligned program is designed to cover the complete Python full stack journey, from client-side design to server-side scripting.

What You'll Gain:

HTML, CSS, JavaScript, and React for frontend

Python, Django, and RESTful APIs for backend

Database interaction and deployment skills

Why It Matters:

This certification focuses on real-world project building, making it ideal for developers who want to build a portfolio while learning.

2. Professional Certificate in Full Stack Web Development with Python – edX (by IBM)

This professional track, offered by IBM, walks you through building web apps using Python and modern tools.

What You'll Learn:

Full stack development using Flask and Node.js

Frontend technologies like Bootstrap and React

Working with Git, Docker, and CI/CD pipelines

Why It’s Popular:

It includes guided projects and is backed by a global tech leader, making your resume stand out to recruiters.

3. Advanced Python Programming and Full Stack Training – Coursera (UMich)

Offered by the University of Michigan, this course focuses on deeper backend development, ideal for those who already understand the basics.

Core Modules:

Python for web and database development

REST APIs and data handling

Project work with version control systems

Value Addition:

A certificate from a prestigious university boosts your career credibility and shows academic rigor.

4. Python Web Developer Bootcamp – Udemy

Udemy's bootcamp is a hands-on, project-based course ideal for fast-paced learners who want practical exposure.

Highlights:

Covers both frontend and backend frameworks

Includes complete projects and deployment walkthroughs

Lifetime access with community support

Why It Works:

It’s cost-effective and perfect for learners who prefer flexible learning with real coding assignments.

5. Coursera - Google IT Automation with Python

Although not a traditional full stack certification, it’s excellent for backend automation and system integration.

Benefits:

Focuses on automation, APIs, and Python scripting

Prepares you for backend-heavy roles

Certificate by Google, a globally respected name

Great For:

Developers interested in combining backend logic with DevOps and automation roles.

Conclusion

Python full stack certifications help bridge the gap between theory and real-world development. As hiring standards evolve, certified skills are becoming essential to land competitive jobs. To get hands-on training and guided certification prep, trust SSSIT Computer Education—the leading destination for future-ready developers. Our expert faculty, project-based curriculum, and placement support make us your top choice for mastering Python full stack development.

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How Data Science Courses Are Replacing Traditional Tuitions for Job Seekers in Pune

The job market in Pune is undergoing a significant transformation. As more industries embrace data-driven decision-making, job seekers are pivoting away from conventional tuition classes and turning towards data science courses Pune to gain practical, employable skills. Unlike traditional methods that emphasize theoretical knowledge, these modern courses focus on real-world application, which resonates more with today's competitive employment demands.

This trend is especially visible among recent graduates and career switchers who are realizing that academic excellence alone isn’t enough. They need tangible, hands-on experience with tools like Python, SQL, and machine learning models—skills that traditional tuitions rarely offer in depth.

Pune: A Budding Hub for Tech-Driven Careers

Pune, often dubbed the “Oxford of the East,” has long been known for its educational institutions. However, its rapid emergence as an IT and analytics hub is creating a new wave of demand for digital skillsets. This demand is being met by the rise of specialized data science courses Pune, which equip learners with industry-relevant tools and techniques.

As a result, more students are opting out of rote-learning based tuitions in favor of curriculum-rich data science programs that include capstone projects, case studies, and exposure to real datasets. These programs not only boost knowledge but significantly enhance employability.

Industry Alignment: What Employers Really Want

Employers in Pune are increasingly prioritizing job-ready candidates. Traditional tuition centers, while still valuable for academic purposes, fall short when it comes to aligning with market needs. In contrast, data science courses Pune are designed with input from industry professionals and are constantly updated to reflect current trends.

In a 2024 LinkedIn Emerging Jobs Report, data science was listed among the top three most in-demand skills in India. Employers seek candidates who can analyze data, generate insights, and contribute to business strategies from day one. These are exactly the skills data science courses aim to instill.

Accessibility and Flexibility: Learning on Your Terms

Another major advantage of data science courses over traditional tuition is the flexibility they offer. With online modules, recorded lectures, and weekend batches, learners can balance their studies with work or other commitments. This is a major factor for many job seekers in Pune who cannot commit to rigid class schedules.

Moreover, these courses provide learning at one’s own pace, enabling deeper understanding and retention. The accessibility of course materials, interactive coding environments, and peer discussion forums make the learning experience far richer than conventional setups.

Affordability Meets ROI

While traditional tuitions charge high fees without a direct link to job placement, data science courses Pune often provide more transparent pricing and a clearer return on investment. Learners can track their progress, build portfolios, and even receive career support—all elements that traditional tuition models typically lack.

Statistically, data science professionals in India command an average salary of ₹10 LPA, according to a 2024 report by Analytics India Magazine. This kind of financial incentive is pushing more learners to invest in skill-based education that aligns with real job outcomes.

A Cultural Shift in Career Preparation

There’s also a cultural change taking place. Parents and students in Pune are increasingly open to non-traditional education paths. The success stories of professionals who transitioned into high-paying data roles after completing short-term courses are inspiring others to follow suit.

Unlike traditional tuition that prepares students for exams, data science courses Pune prepare them for careers. They focus on projects, practical challenges, and portfolio-building—critical components that make job seekers stand out in interviews and on resumes.

As Pune's job market evolves, so do the preferences of its job seekers. Practical, flexible, and career-focused, data science courses Pune are not just complementing but replacing traditional tuitions. The shift is clear—and it’s only growing stronger.

DataMites Institute, a leading data science institute in Pune, offers comprehensive training programs in Artificial Intelligence, Machine Learning, Python Development, Data Analytics, and Certified Data Scientist courses. Accredited by IABAC and NASSCOM FutureSkills, the institute delivers expert-led instruction, practical internship opportunities, and strong placement support. For offline data science classes in Pune, DataMites is a trusted choice known for its hands-on learning approach and industry-relevant curriculum.

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