---
id: "/non-llm-neural-networks-ml-foundations/classical-ml-statistics/"
title: "classical ML & statistics: 8 curated resources"
url: "https://skillissue.dev/non-llm-neural-networks-ml-foundations/classical-ml-statistics/"
---

# classical ML & statistics: 8 curated resources

classical ML & statistics

[Beginner](/non-llm-neural-networks-ml-foundations/beginner/index.md) [Intermediate](/non-llm-neural-networks-ml-foundations/intermediate/index.md) [Advanced](/non-llm-neural-networks-ml-foundations/advanced/index.md) [Expert](/non-llm-neural-networks-ml-foundations/expert/index.md)

8 resources · page 1 of 1

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### [MindSpore framework](/foundations/llm-fundamentals/mindspore-framework/index.md)

by [MindSpore](https://www.mindspore.cn)

MindSpore GitHub repo: Huawei's open-source deep learning training and inference framework.

entity repo China zh 

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### [3Blue1Brown Neural Networks](/foundations/llm-fundamentals/3blue1brown-neural-networks/index.md)

by [Grant Sanderson (3Blue1Brown)](https://www.3blue1brown.com/)

3Blue1Brown neural networks series: visual video lessons explaining neural networks, backpropagation and transformers.

Beginner learning_resource course US en 

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### [An Introduction to Statistical Learning](/foundations/llm-fundamentals/an-introduction-to-statistical-learning/index.md)

by [Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani](https://www.statlearning.com/)

Author site for An Introduction to Statistical Learning, with free PDF and labs in R and Python.

Beginner learning_resource course US en 

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### [Deep Learning School (DLS) МФТИ](/foundations/llm-fundamentals/deep-learning-school-dls/index.md)

by [Deep Learning School (MIPT)](https://dls.samcs.ru/)

Deep Learning School from MIPT: free Russian-language online course on computer vision, NLP, LLMs and generative models.

Beginner–Intermediate learning_resource course Russia ru 

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### [fast.ai Practical Deep Learning](/foundations/llm-fundamentals/fast-ai-practical-deep-learning/index.md)

by [fast.ai (Jeremy Howard)](https://www.fast.ai/)

fast.ai Practical Deep Learning for Coders: free course teaching deep learning through code-first notebooks.

Beginner learning_resource course Australia; international en 

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### [Neural Networks: Zero to Hero (Karpathy)](/foundations/llm-fundamentals/neural-networks-zero-to-hero-karpathy/index.md)

by [Andrej Karpathy](https://karpathy.ai/)

Andrej Karpathy's Neural Networks: Zero to Hero video course, building micrograd, makemore, GPT and a tokenizer in code.

Beginner–Intermediate learning_resource course US en 

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### [Full Stack Deep Learning](/foundations/llm-fundamentals/full-stack-deep-learning/index.md)

by [Full Stack Deep Learning](https://fullstackdeeplearning.com/)

Full Stack Deep Learning site with course materials and LLM Bootcamp lectures on building AI-powered products.

Intermediate learning_resource course US en 

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### [YSDA Practical Deep Learning](/foundations/llm-fundamentals/ysda-practical-deep-learning/index.md)

by [Yandex School of Data Analysis](https://yandexdataschool.com)

YSDA Practical_DL GitHub repo: deep learning course materials from Yandex School of Data Analysis, HSE and Skoltech.

Intermediate learning_resource course Russia; international en 

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