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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πŸ”– Interactive tool for learning machine learning

A Python library has been released on GitHub that allows you to create your own datasets and use them for machine learning experiments.

Features:
πŸ”΅ Create 2D datasets directly in Jupyter;
πŸ”΅ Draw points and assign classes using the mouse;
πŸ”΅ Export data to pandas and Polars;
πŸ”΅ Pass samples to scikit-learn;
πŸ”΅ Experiment with classification and regression;
πŸ”΅ Update model training when data changes;
πŸ”΅ Works in Jupyter, VS Code, and Google Colab.

There is a demo version that you can try without installation.

β›“Link to GitHub
https://github.com/koaning/drawdata

https://t.me/CodeProgrammer 😍
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Forwarded from Machine Learning
Columbia University has published a detailed educational resource on the Transformer architecture πŸ“š.

It covers the mathematical foundations of one of the key technologies in modern AI systems, from recurrent neural networks and the encoder-decoder architecture to attention mechanisms and self-attention.

Particular attention is paid to query, key, and value, scaled dot-product attention, multi-head attention, and softmax.

The main feature of the material is its mathematical approach. The authors use formulas, step-by-step derivations, diagrams, and examples to explain how the individual components of the Transformer are structured and how they interact with each other.

https://www.columbia.edu/~jsl2239/transformers.html

https://t.me/MachineLearning9
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Forwarded from Machine Learning
Deep Learning Cheat Sheet πŸ§‘πŸ»β€πŸ’»

https://t.me/MachineLearning9 πŸ‘Ύ
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Deep Learning Architecture

https://t.me/CodeProgrammer 🀩
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Google DeepMind researcher Petar Velickovic has announced the completion of a full draft of a book on geometric deep learning. πŸ“šβœ¨

All chapters are now available on the project website. πŸŒπŸ“–

https://geometricdeeplearning.com/book/

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Linear Algebra Cheat Sheet

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