Python | Machine Learning | Coding

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Data structures in Python - cheat sheet

Keep a powerful cheat sheet on data structures in Python; Everything is explained here with examples, so it will be crystal clear
Concepts such as mutability, immutability are described, things like list comprehensions and much more are described.

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Crib

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http://t.me/codeprogrammer

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Python | Machine Learning | Coding | R

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Big ML cheat sheet

Here you will find the basic theory of Machine Learning and examples of the implementation of specific ML algorithms - in general, this is just the thing to brush up on your knowledge before the interview.

📎

Crib

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http://t.me/codeprogrammer

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10.2K views06:17

Python | Machine Learning | Coding | R

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Neural Networks: Zero to Hero - a block of 8 lectures and practical exercises from Andrey Karpati

This is a course on neural networks from the very basics, perhaps the best on the entire Internet.
The course is a series of YouTube videos in which Karpathy shows how to design and train neural networks.
All these results are written in Jupyter-Notebooks, you can download them and experiment

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Neural Networks: Zero to Hero

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http://t.me/codeprogrammer

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9.32K views05:17

Python | Machine Learning | Coding | R

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Megatron-Core - PyTorch library for training Transformers

docker run --ipc=host --shm-size=512m --gpus all -it nvcr.io/nvidia/pytorch:24.02-py3

pip install megatron_core
pip install tensorstore==0.1.45
pip install zarr

Megatron-Core is a self-contained, lightweight PyTorch library that contains everything you need to train Transformers.
Offers a large collection of GPU techniques for optimizing memory and calculations, uses a lot of developments from Megatron-LM and Transformer Engine.

Megatron-Core provides flexibility for developers and makes it easy to develop their own LLM framework on NVIDIA computing infrastructure.

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GitHub

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Docks

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http://t.me/codeprogrammer

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8.35K views05:32

Python | Machine Learning | Coding | R

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🧰

A comprehensive toolbox of data scientists

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Access to 500+ TB of data science content

🖥 The Data Scientist Toolkit is the result of my five-year effort in the field of data science, which is an extremely comprehensive and extensive resource for those who want to become a professional data scientist. So don't miss this source

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This toolbox includes the following sections:

📚 Access to a wide bank of scientific files, training courses and professional resources in the field of data science.

💯 More than a decade of applied data science theses in finance, medicine, logistics and security.

🏛 The latest data science courses from leading universities in the world such as Stanford, MIT and Berkeley.

🚀 And over 300+ terabytes of data science courses for experienced data scientists.

┌ 🐱 GitHub Repository
└ ⏩ The Data Scientist's Toolbox

🌐 http://t.me/codeprogrammer

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