📌 AI in Multiple GPUs: How GPUs Communicate
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-19 | ⏱️ Read time: 5 min read
A deep dive into the hardware infrastructure that enables multi-GPU communication for AI workloads
#DataScience #AI #Python
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-19 | ⏱️ Read time: 5 min read
A deep dive into the hardware infrastructure that enables multi-GPU communication for AI workloads
#DataScience #AI #Python
📌 Donkeys, Not Unicorns
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-20 | ⏱️ Read time: 8 min read
The New Rules of Entrepreneurship in the Era of Commoditized Magic
#DataScience #AI #Python
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-20 | ⏱️ Read time: 8 min read
The New Rules of Entrepreneurship in the Era of Commoditized Magic
#DataScience #AI #Python
📌 An End-to-End Guide to Beautifying Your Open-Source Repo with Agentic AI
🗂 Category: LLM APPLICATIONS
🕒 Date: 2026-02-20 | ⏱️ Read time: 17 min read
The guide to automated improvement of scientific and industrial repositories using open-source AI agents
#DataScience #AI #Python
🗂 Category: LLM APPLICATIONS
🕒 Date: 2026-02-20 | ⏱️ Read time: 17 min read
The guide to automated improvement of scientific and industrial repositories using open-source AI agents
#DataScience #AI #Python
👍1
📌 From Monolith to Contract-Driven Data Mesh
🗂 Category: DATA SCIENCE
🕒 Date: 2026-02-20 | ⏱️ Read time: 12 min read
A pragmatic journey using website analytics as a real-world example
#DataScience #AI #Python
🗂 Category: DATA SCIENCE
🕒 Date: 2026-02-20 | ⏱️ Read time: 12 min read
A pragmatic journey using website analytics as a real-world example
#DataScience #AI #Python
❤2
📌 Architecting GPUaaS for Enterprise AI On-Prem
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-21 | ⏱️ Read time: 16 min read
Multi-tenancy, scheduling, and cost modeling on Kubernetes
#DataScience #AI #Python
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-21 | ⏱️ Read time: 16 min read
Multi-tenancy, scheduling, and cost modeling on Kubernetes
#DataScience #AI #Python
Forwarded from Machine Learning with Python
Data Science Roadmap.pdf
15.5 MB
🏷 Comprehensive Data Science Roadmap Notes
✅ This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.
🕡 From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.
🕑 How to extract real analysis reports and strategies from raw data using statistics and visualization tools.
🕗 You will learn everything from machine learning and advanced algorithms to precise model evaluation.
🕙 Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.
🕧 How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.
🌐 #DataScience #DataScience #pytorch #python #Roadmap
https://news.1rj.ru/str/CodeProgrammer
✅ This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.
🕡 From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.
🕑 How to extract real analysis reports and strategies from raw data using statistics and visualization tools.
🕗 You will learn everything from machine learning and advanced algorithms to precise model evaluation.
🕙 Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.
🕧 How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.
🌐 #DataScience #DataScience #pytorch #python #Roadmap
https://news.1rj.ru/str/CodeProgrammer
❤2👍2
📌 The Reality of Vibe Coding: AI Agents and the Security Debt Crisis
🗂 Category: LLM APPLICATIONS
🕒 Date: 2026-02-22 | ⏱️ Read time: 6 min read
Why optimizing for speed over safety is leaving applications vulnerable, and how to fix it.
#DataScience #AI #Python
🗂 Category: LLM APPLICATIONS
🕒 Date: 2026-02-22 | ⏱️ Read time: 6 min read
Why optimizing for speed over safety is leaving applications vulnerable, and how to fix it.
#DataScience #AI #Python
❤2
📌 Is the AI and Data Job Market Dead?
🗂 Category: DATA SCIENCE
🕒 Date: 2026-02-23 | ⏱️ Read time: 8 min read
What you should be doing in the current job market
#DataScience #AI #Python
🗂 Category: DATA SCIENCE
🕒 Date: 2026-02-23 | ⏱️ Read time: 8 min read
What you should be doing in the current job market
#DataScience #AI #Python
📌 PySpark for Pandas Users
🗂 Category: DATA ENGINEERING
🕒 Date: 2026-02-23 | ⏱️ Read time: 16 min read
Common Pandas operations and their equivalents in PySpark
#DataScience #AI #Python
🗂 Category: DATA ENGINEERING
🕒 Date: 2026-02-23 | ⏱️ Read time: 16 min read
Common Pandas operations and their equivalents in PySpark
#DataScience #AI #Python
❤1
Forwarded from Machine Learning with Python
🎯 2026 IT Certification Prep Kit – Free!
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🔥Whether you're preparing for #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud or any other in-demand certification – SPOTO has got you covered!
✅ What’s Inside:
・Free Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS courses: https://bit.ly/3M9h5su
・IT Certs E-book: https://bit.ly/3Mlu5ez
・IT Exams Skill Test: https://bit.ly/3NVrgRU
・Free Cloud Study Guide: https://bit.ly/4kgFVDs
・Free AI material and support tools:https://bit.ly/46qvpDX
👉 Become Part of Our IT Learning Circle! resources and support:
https://chat.whatsapp.com/FlG2rOYVySLEHLKXF3nKGB
💬 Want exam help? Chat with an admin now!
wa.link/8fy3x4
❤1
📌 AI in Multiple GPUs: Gradient Accumulation & Data Parallelism
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-23 | ⏱️ Read time: 9 min read
Learn and implement gradient accum and data parallelism from scratch in PyTorch
#DataScience #AI #Python
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2026-02-23 | ⏱️ Read time: 9 min read
Learn and implement gradient accum and data parallelism from scratch in PyTorch
#DataScience #AI #Python
❤2
📌 Build Effective Internal Tooling with Claude Code
🗂 Category: LLM APPLICATIONS
🕒 Date: 2026-02-23 | ⏱️ Read time: 10 min read
Use Claude Code to quickly build completely personalized applications
#DataScience #AI #Python
🗂 Category: LLM APPLICATIONS
🕒 Date: 2026-02-23 | ⏱️ Read time: 10 min read
Use Claude Code to quickly build completely personalized applications
#DataScience #AI #Python
📌 Optimizing Deep Learning Models with SAM
🗂 Category: DEEP LEARNING
🕒 Date: 2026-02-24 | ⏱️ Read time: 16 min read
A deep dive into the Sharpness-Aware-Minimization (SAM) algorithm and how it improves the generalizability of…
#DataScience #AI #Python
🗂 Category: DEEP LEARNING
🕒 Date: 2026-02-24 | ⏱️ Read time: 16 min read
A deep dive into the Sharpness-Aware-Minimization (SAM) algorithm and how it improves the generalizability of…
#DataScience #AI #Python
❤1
📌 AI Bots Formed a Cartel. No One Told Them To.
🗂 Category: AGENTIC AI
🕒 Date: 2026-02-24 | ⏱️ Read time: 11 min read
Inside the research that shows algorithmic price-fixing isn’t a bug in the code. It’s a…
#DataScience #AI #Python
🗂 Category: AGENTIC AI
🕒 Date: 2026-02-24 | ⏱️ Read time: 11 min read
Inside the research that shows algorithmic price-fixing isn’t a bug in the code. It’s a…
#DataScience #AI #Python