Machine Learning with Python
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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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10 GitHub repositories that are worth checking out for an AI engineer ๐Ÿค–

1. Hands-On AI Engineering ๐Ÿ› ๏ธ

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

๐Ÿ‘‰ https://github.com/Sumanth077/Hands-On-AI-Engineering

2. Hands-On Large Language Models ๐Ÿ“˜

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

๐Ÿ‘‰ https://github.com/HandsOnLLM/Hands-On-Large-Language-Models

3. AI Agents for Beginners ๐ŸŽ“

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

๐Ÿ‘‰ https://github.com/microsoft/ai-agents-for-beginners

4. GenAI Agents ๐Ÿค–

A large collection of tutorials and implementations of agent systems.

๐Ÿ‘‰ https://github.com/NirDiamant/GenAI_Agents

5. Made With ML ๐Ÿš€

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

๐Ÿ‘‰ https://github.com/GokuMohandas/Made-With-ML

6. Learn Harness Engineering โš™๏ธ

A practical course on Harness Engineering for AI agents.

๐Ÿ‘‰ https://github.com/walkinglabs/learn-harness-engineering

7. AutoResearch ๐Ÿ”ฌ

Autonomous cycles of ML experiments from Andrej Karpathy.

๐Ÿ‘‰ https://github.com/karpathy/autoresearch

8. Designing Machine Learning Systems ๐Ÿ“š

Notes and materials from Chip Huyen's book.

๐Ÿ‘‰ https://github.com/chiphuyen/dmls-book

9. Awesome LLM Inference โšก

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

๐Ÿ‘‰ https://github.com/xlite-dev/Awesome-LLM-Inference

10. LLM Course ๐Ÿ—บ๏ธ

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

๐Ÿ‘‰ https://github.com/mlabonne/llm-course

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

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๐Ÿš€ Level up your AI & Data Science skills with HelloEncyclo โ€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
โœ… 13 courses live + 40+ coming soon
๐ŸŽฏ One access, lifetime updates
๐Ÿ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
๐Ÿ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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๐ŸŽ“ 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 frameworksโ€”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.

โžก๏ธ 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?

โค๏ธ โ€” Advanced user
๐Ÿ”ฅ โ€” Almost zero

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

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๐Ÿš€ Level up your AI & Data Science skills with HelloEncyclo โ€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
โœ… 13 courses live + 40+ coming soon
๐ŸŽฏ One access, lifetime updates
๐Ÿ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
๐Ÿ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
โค5๐Ÿ‘1
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Classical machine learning equations and diagrams cheat sheet ๐Ÿ“Š

https://github.com/soulmachine/machine-learning-cheat-sheet

#MachineLearning #ML #DataScience #CheatSheet #AI #DeepLearning

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๐Ÿš€ Level up your AI & Data Science skills with HelloEncyclo โ€” a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
โœ… 13 courses live + 40+ coming soon
๐ŸŽฏ One access, lifetime updates
๐Ÿ”‘ Use code: PRESALE-BOOK-WAVE-2GFG
๐Ÿ‘‰ https://helloencyclo.com/?ref=HUSSEINSHEIKHO
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Learn AI for free directly from top companies. ๐Ÿš€

1 - Anthropic:
anthropic.skilljar.com

2 - Google:
grow.google/ai

3 - Meta:
ai.meta.com/resources/

4 - NVIDIA:
developer.nvidia.com/cuda

5 - Microsoft:
learn.microsoft.com/en-us/training/

6 - OpenAI:
academy.openai.com

7 - IBM:
skillsbuild.org

8 - AWS:
skillbuilder.aws

9 - DeepLearning.AI:
deeplearning.ai

10 - Hugging Face:
huggingface.co/learn

๐Ÿ’ฌ Comment "Learning" if you find this helpful.

๐Ÿ”„ Repost so others can take help.

๐Ÿ”– Must bookmark for future reference.

#AI #MachineLearning #Tech #FreeLearning #DataScience #AIForAll
https://t.iss.one/CodeProgrammer
โค12๐Ÿ‘4
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500 AI/ML/Computer Vision/NLP projects with code ๐Ÿš€

This is a large collection of 500 ready-made projects in the field of machine learning, deep learning, computer vision, and NLP ๐Ÿง 

All examples come with code, so you can not just read them, but immediately analyze and run them โš™๏ธ

โžก๏ธ Link to GitHub:
https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

#AI #MachineLearning #DeepLearning #ComputerVision #NLP #DataScience

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Transformers become more understandable when you can "poke" the model directly. ๐Ÿง โœจ

Transformer Explainer is an interactive visualization tool for studying how text-generating transformer-based models, such as GPT, work. ๐Ÿ”

It helps connect the architecture with real behavior by running a live GPT-2 directly in the browser, allowing you to enter your own text and showing how the internal components work together to predict the next tokens. ๐Ÿ”„๐Ÿ“

Key features: ๐ŸŒŸ

- Live GPT-2 in the browser - experiment without setting up a separate model server ๐Ÿ’ป
- Your own text - try your own prompts and see how the model processes them โœ๏ธ
- Internal components - observe the operations working inside the transformer ๐Ÿ”ง
- Focus on predicting the next token - link each visual step to the model's predictions ๐ŸŽฏ
- Local development - clone the repository, install dependencies, and run via npm for in-depth study โš™๏ธ

It's open-source (MIT license). ๐Ÿ“œ

https://github.com/poloclub/transformer-explainer

#AI #MachineLearning #GPT #DataScience #TechTools #OpenSource

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Reinforcement Learning Methods and Tutorials ๐Ÿง ๐Ÿ“š

In these tutorials for reinforcement learning, it covers from the basic RL algorithms to advanced algorithms developed recent years.

Learning Resources: https://github.com/MorvanZhou/Reinforcement-learning-with-tensorflow ๐Ÿš€

Here's a collection of simple materials on methods and practical guides, covering both basic reinforcement learning algorithms and modern, recently developed, and updated advanced algorithms. ๐Ÿ“–โœจ

#ReinforcementLearning #MachineLearning #AI #DeepLearning #TechTutorials #DataScience

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โค12
Forwarded from Machine Learning
Diving deep into Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP. ๐Ÿค–๐Ÿง 

Lectures: ๐ŸŽ“๐Ÿ“š
https://github.com/kmario23/deep-learning-drizzle

#DeepLearning #MachineLearning #AI #ReinforcementLearning #ComputerVision #NLP

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Hugging Face Viewer is now at 2300 viewable models! ๐Ÿ˜Š Would love more feedback and ideas!

It's a free interactive graph visualizer for learning about the architectures of open source AI models! ๐Ÿš€

Hovering nodes in the graph links to a definitions + animation and the paper that introduced it!

๐ŸŒŸ hfviewer.com

#HuggingFace #AI #MachineLearning #OpenSource #TechNews #DataViz

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๐Ÿ”– Comprehensive Practical Course on Reinforcement Learning

We've found a repository that will help you learn Reinforcement Learning, from basic concepts to advanced algorithms.

The author supports the theory with practical examples using TensorFlow, making the material ideal for self-study.

โ›“๏ธ Link to GitHub
https://github.com/MorvanZhou/Reinforcement-learning-with-tensorflow

#ReinforcementLearning #TensorFlow #MachineLearning #DeepLearning #AI #Tech

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โค4
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Maths, CS & AI Compendium: A free textbook for aspiring AI/ML engineers

๐Ÿš€ A large open-source compendium on mathematics, computer science, and AI has gone viral on GitHub. The project already has around 6.3K stars.

๐Ÿ“š The author positions it as a "non-traditional textbook" for practitioners: less dry notation, more intuition, connections between topics, and real-world context.

๐Ÿ“– It contains 20 chapters:
* Vectors, matrices, calculus
* Statistics and probability
* Machine learning and deep learning
* NLP, computer vision, audio/speech
* Multimodal learning and autonomous systems
* GNN, OS, algorithms
* Production engineering, GPU/SIMD
* AI inference, ML systems design, and applied AI

๐Ÿค– There is also a MCP server so that Claude Code, Cursor, VS Code, and other AI assistants can use the compendium as a local knowledge base.

๐Ÿ’ก This is a great resource for those who want to not just "learn ML," but to build a solid foundation: mathematics โ†’ CS โ†’ ML systems โ†’ modern AI.

๐Ÿ”— GitHub: https://github.com/HenryNdubuaku/maths-cs-ai-compendium

#AI #MachineLearning #ComputerScience #Maths #OpenSource #DevCommunity

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Top YouTube Channels to Master Tech Skills ๐Ÿš€

1. SQL ๐Ÿ’ป
๐Ÿ‘‰ youtube.com/@joeyblue1

2. Excel ๐Ÿ“Š
๐Ÿ‘‰ youtube.com/@excelisfun

3. Statistics ๐Ÿ“ˆ
๐Ÿ‘‰ youtube.com/@statquest

4. Math ๐Ÿงฎ
๐Ÿ‘‰ youtube.com/results?searchโ€ฆ

5. Python ๐Ÿ
๐Ÿ‘‰ youtube.com/@BroCodez

6. Data Analysis ๐Ÿ”
๐Ÿ‘‰ youtube.com/@AlexTheAnalyst

7. Machine Learning ๐Ÿค–
๐Ÿ‘‰ youtube.com/@campusx-officโ€ฆ

8. Deep Learning ๐Ÿง 
๐Ÿ‘‰ youtube.com/@deeplizard

9. Java โ˜•
๐Ÿ‘‰ youtube.com/@Telusko

10. Big Data ๐Ÿ“ฆ
๐Ÿ‘‰ youtube.com/@thedatatech

11. Data Engineering โš™๏ธ
๐Ÿ‘‰ youtube.com/@dataengineeriโ€ฆ

12. NLP (Natural Language Processing) ๐Ÿ—ฃ๏ธ
๐Ÿ‘‰ youtube.com/@codebasics

13. Computer Vision & AI ๐Ÿ‘๏ธ
๐Ÿ‘‰ youtube.com/@murtazasworksโ€ฆ

14. Generative AI โœจ
๐Ÿ‘‰ youtube.com/@sunnysavita10

15. University-Level Courses ๐ŸŽ“
๐Ÿ‘‰ youtube.com/@stanfordonline
๐Ÿ‘‰ youtube.com/@mitocw

16. All-in-One Learning ๐Ÿ“š
๐Ÿ‘‰ youtube.com/@freecodecamp

#TechSkills #YouTube #DataScience #Programming #MachineLearning #LearnTech

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