Data Analytics
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Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making.

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10 GitHub repositories that are worth checking out for an AI engineer πŸ€–

1. Hands-On AI Engineering πŸ› οΈ

A collection of AI applications and agent systems with practical use cases of LLM.

πŸ‘‰ https://github.com/Sumanth077/Hands-On-AI-Engineering

2. Hands-On Large Language Models πŸ“˜

Full code from the book Hands-On Large Language Models: from basics to fine-tuning.

πŸ‘‰ https://github.com/HandsOnLLM/Hands-On-Large-Language-Models

3. AI Agents for Beginners πŸŽ“

A free course from Microsoft with 11 lessons on creating AI agents.

πŸ‘‰ https://github.com/microsoft/ai-agents-for-beginners

4. GenAI Agents πŸ€–

A large collection of tutorials and implementations of agent systems.

πŸ‘‰ https://github.com/NirDiamant/GenAI_Agents

5. Made With ML πŸš€

About the development, deployment, and support of production-ready ML systems.

πŸ‘‰ https://github.com/GokuMohandas/Made-With-ML

6. Learn Harness Engineering βš™οΈ

A practical course on Harness Engineering for AI agents.

πŸ‘‰ https://github.com/walkinglabs/learn-harness-engineering

7. AutoResearch πŸ”¬

Autonomous cycles of ML experiments from Andrej Karpathy.

πŸ‘‰ https://github.com/karpathy/autoresearch

8. Designing Machine Learning Systems πŸ“š

Notes and materials from Chip Huyen's book.

πŸ‘‰ https://github.com/chiphuyen/dmls-book

9. Awesome LLM Inference ⚑

A collection of materials on LLM inference: Flash Attention, KV Cache, quantization, and more.

πŸ‘‰ https://github.com/xlite-dev/Awesome-LLM-Inference

10. LLM Course πŸ—ΊοΈ

A practical course on LLM with a roadmap and Colab notebooks.

πŸ‘‰ https://github.com/mlabonne/llm-course

#AI #MachineLearning #LLM #DataScience #Tech #GitHub

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
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πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
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πŸŽ“ A Free AI Course for Beginners by Microsoft

For those just getting into artificial intelligence, Microsoft offers a free course.

It runs for 12 weeks and includes 24 lessons with theory, hands-on assignments, labs, and quizzes.

The curriculum covers neural networks and deep learning, computer vision, natural language processing, genetic algorithms, and AI ethics. For practice, it uses the two main ML frameworksβ€”TensorFlow and PyTorch.

Each lesson follows the same structure: first, reading material, then a Jupyter notebook with code, and for some topics, a lab. The course is in English but has been translated into dozens of languages.

➑️ All materials and links are on GitHub
https://github.com/microsoft/AI-For-Beginners/blob/main/translations/ru/README.md

What's your AI level right now?

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#AICourse #Microsoft #DeepLearning #TensorFlow #PyTorch #MachineLearning

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
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πŸ”– Cheat sheets on Transformers and LLMs from Stanford

We found an excellent set of materials from the Stanford CME-295 course on large language models.

They cover tokenization, the self-attention mechanism, prompting, fine-tuning, LLM-as-a-judge, RAG, AI agents, and reasoning models.

⛓️ Download here
https://github.com/afshinea/stanford-cme-295-transformers-large-language-models
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The guide Path to Senior Engineer Handbook has gathered resources for developers who want to advance to the level of Senior Engineer. πŸš€

Inside: πŸ“š

More than 50 newsletters on professional growth, system design, leadership, and web development. πŸ“ˆ

A selection of books on communication, technical writing, and building working relationships. 🀝

Selected YouTube channels, podcasts, and professional communities. 🎧

Courses, scientific articles, and educational platforms for a deeper study of topics. πŸŽ“

A good starting point for those who want to improve not only their technical skills, but also their architectural thinking, communication, and leadership competencies. πŸ’‘

Link: https://github.com/jordan-cutler/path-to-senior-engineer-handbook?utm_source=opensourceprojects.dev&ref=opensourceprojects.dev

#SeniorEngineer #CareerGrowth #SoftwareEngineering #TechLeadership #SystemDesign #DevCommunity

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
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Do you like LLM topics?
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πŸ”– Building our own GPT-like model in PyTorch

We've found an excellent repository for those who want to understand how modern LLMs are built under the hood.

Inside β€” 10 Jupyter notebooks with step-by-step explanations and implementations of key components of language models.

GitHub: https://github.com/analyticalrohit/llms-from-scratch

#PyTorch #LLM #MachineLearning #AI #DeepLearning #DataScience

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⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A

πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
πŸ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
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There are hundreds of AI channels on YouTube. Here's why we made another one.

Most AI content does one of two things: it stays so surface-level it teaches you nothing, or it goes so deep you need a PhD to follow along.

We built Guidely for everyone in between.

β†’ We start with absolute beginners in mind
β†’ Then take you deeper, until the details actually click
β†’ Every guide is reviewed by experienced AI engineers
β†’ We don't make more content. We make better content.
Whether you build, design, or market products, our goal is simple: leave you thinking "I've never seen it broken down this well."

Two good places to start πŸ‘‡

β†’ AI vs ML vs Deep Learning vs GenAI ... But Done Right!
The terms everyone uses. The distinctions are almost never explained clearly. We fix that: youtu.be/72yyLA2wRWc

β†’ How to Break into AI Engineering in 2026
A senior applied scientist shares what actually matters:  youtu.be/42vE7Ij4kdU

If AI has ever felt overwhelming or noisy, this channel is for you. If the content resonates with you, please don’t forget to like and subscribe.
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Data Analytics pinned Β«There are hundreds of AI channels on YouTube. Here's why we made another one. Most AI content does one of two things: it stays so surface-level it teaches you nothing, or it goes so deep you need a PhD to follow along. We built Guidely for everyone in between.…»
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Curates LLM tools and research for scientific discovery πŸ§¬πŸ”¬

Repo: https://github.com/HKUST-KnowComp/Awesome-LLM-Scientific-Discovery πŸ”—πŸš€

#LLM #ScientificDiscovery #ResearchTools #AI #MachineLearning #DataScience

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πŸš€ Level up your AI & Data Science skills with HelloEncyclo β€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
βœ… 13 courses live + 40+ coming soon
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Data Analytics
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Your second brain needs more than a demo chatbot

second-brain-ai-assistant-course is an open-source repository of a course from Decoding AI for developers who want to create an assistant for a personal knowledge base with LLMs, agents, RAGs, and LLMOps.

It helps transition from scattered notes to a full-fledged assistant through six modules: data pipelines, dataset generation, fine-tuning, deployment, advanced RAGs, and agent inference/observability.

Key features:

β€’ Six modules - covers architecture, ETL, fine-tuning, deployment, RAGs, and LLMOps
β€’ Offline + online applications - separates ML/data pipelines and the assistant's inference pipeline
β€’ Notion support - uses the Second Brain knowledge base, a public snapshot is available, so a Notion account is not required
β€’ Real LLMOps tools - includes ZenML, Opik, Comet, Unsloth, MongoDB, Hugging Face, and OpenAI
β€’ Developer-oriented - module documentation, ready-made code, uv/ruff, and Docker infrastructure

Open source code (MIT license).
https://github.com/decodingai-magazine/second-brain-ai-assistant-course
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