AltHub

datawhalechina/leedl-tutorial Alternatives

deep learning education / tutorial

Chinese deep learning tutorial derived from Li Hongyi's lectures, providing theory, formulas, and code examples.

16.7kJupyter NotebookNOASSERTIONslowing · last push 11mo agoGitHub

Drop-in peers

Same problem, same approach. Swapping one for another is a config change, not a rewrite.

nndl/nndlGitHub

A current, comprehensive Chinese deep-learning theory book, directly comparable to the seed and a drop-in replacement.

邱锡鹏《神经网络与深度学习》第二版与通识版:电子书、章节目录、学习资源与勘误。

19.2k
none
active1mo ago

Same job, different approach

Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.

fastai/fastbookGitHub

Choose for a practical fastai-based introduction with runnable notebooks, but it is less theory-focused and stale (no push in over 18 months).

The fastai book, published as Jupyter Notebooks

25.3k
Jupyter Notebook
NOASSERTION
active28d ago
MITDeepLearning/introtodeeplearningGitHub

Choose for hands-on labs and video lectures, but it is a course supplement rather than a self-contained textbook.

Lab Materials for MIT 6.S191: Introduction to Deep Learning

8.8k
Jupyter Notebook
MIT
slowing9mo ago
MLEveryday/practicalAI-cnGitHub

Choose for a practical, hands-on Chinese course, but it focuses on application more than theory.

AI实战-practicalAI 中文版

6.9k
Jupyter Notebook
MIT
active6mo ago
d2l-ai/d2l-zhGitHub

Choose for an interactive, executable deep-learning book, but note it has not been updated in over 18 months.

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

80.8k
Python
Apache-2.0
dormant2.2y ago
aladdinpersson/Machine-Learning-CollectionGitHub

Choose for video-and-code examples across ML/DL, but it lacks the structured theoretical narrative of the seed.

A resource for learning about Machine learning & Deep Learning

8.5k
Python
MIT
dormant2.2y ago
phlippe/uvadlc_notebooksGitHub

Pick for detailed university-style Jupyter notebooks on deep learning, but it is in English and code-oriented.

Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2023

3.2k
Jupyter Notebook
MIT
active4mo ago
ageron/handson-mlpGitHub

Use for notebooks accompanying Hands-On ML, good for scikit-learn/PyTorch practice, but not a Chinese theory book.

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, PyTorch, and Hugging Face libraries.

2.0k
Jupyter Notebook
Apache-2.0
active1mo ago

Older generation, or narrower

An earlier or more limited way to do the job. Still the right call when you need something small, proven, or CPU-only.

aymericdamien/TensorFlow-ExamplesGitHub

Use only for concise TensorFlow code snippets; it is framework-specific and outdated.

TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

43.7k
Jupyter Notebook
NOASSERTION
dormant2.2y ago
MorvanZhou/PyTorch-TutorialGitHub

Choose if you need a beginner PyTorch tutorial in Chinese, but it lacks the theoretical depth and breadth of the seed.

Build your neural network easy and fast, 莫烦Python中文教学

8.5k
Jupyter Notebook
MIT
dormant3.6y ago
jeffheaton/t81_558_deep_learningGitHub

Use for Keras-focused applied deep learning, but it is narrower in theory and framework choice.

T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

5.7k
Jupyter Notebook
NOASSERTION
active6mo ago
mrdbourke/pytorch-deep-learningGitHub

Pick for a project-based PyTorch course, but it does not provide the comprehensive theoretical coverage of the seed.

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

18.8k
Jupyter Notebook
MIT
slowing8mo ago
instillai/TensorFlow-CourseGitHub

Aged TensorFlow tutorial series, now outdated and not a general deep-learning reference.

:satellite: Simple and ready-to-use tutorials for TensorFlow

16.3k
Jupyter Notebook
MIT
dormant3.9y ago
MorvanZhou/Tensorflow-TutorialGitHub

Old TensorFlow Chinese tutorial, far behind current practice and not a comprehensive DL theory source.

Tensorflow tutorial from basic to hard, 莫烦Python 中文AI教学

4.3k
Python
MIT
dormant6.0y ago
zergtant/pytorch-handbookGitHub

PyTorch-specific handbook, stale and limited to that framework.

pytorch handbook是一本开源的书籍,目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门,其中包含的Pytorch教程全部通过测试保证可以成功运行

21.7k
Jupyter Notebook
none
dormant2.2y ago

Listed as an alternative to

These projects were analysed and named leedl-tutorial among their alternatives. The relationship is not symmetric — how leedl-tutorial rates them is a separate judgement, made when leedl-tutorial is analysed in its own right.

zergtant/pytorch-handbookGitHub

calls leedl-tutorial “choose when you want lecture-aligned Chinese deep-learning notebooks with more theory than the seed.”

pytorch handbook是一本开源的书籍,目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门,其中包含的Pytorch教程全部通过测试保证可以成功运行

21.7kJupyter Notebookdormant
MorvanZhou/PyTorch-TutorialGitHub

calls leedl-tutorial “Choose it for a recent, theory-first Chinese PyTorch course covering deep learning fundamentals.”

Build your neural network easy and fast, 莫烦Python中文教学

8.5kJupyter Notebookdormant
labmlai/annotated_deep_learning_paper_implementationsGitHub

calls leedl-tutorial “choose it for a Chinese-language deep learning textbook/course based on Hung-yi Lee's lectures.”

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

67.5kPythonslowing
aymericdamien/TensorFlow-ExamplesGitHub

calls leedl-tutorial “Choose for an up-to-date, Chinese-language deep learning course with PyTorch, including theory and code.”

TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

43.7kJupyter Notebookdormant
eriklindernoren/ML-From-ScratchGitHub

calls leedl-tutorial “Choose for a Chinese-speaking deep-learning tutorial with PyTorch, not general NumPy ML.”

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

32.9kPythondormant
nndl/nndlGitHub

calls leedl-tutorial “choose for a Chinese tutorial derived from Li Hongyi's lectures, which is more accessible but less formal than the seed.”

邱锡鹏《神经网络与深度学习》第二版与通识版:电子书、章节目录、学习资源与勘误。

19.2kactive
instillai/TensorFlow-CourseGitHub

calls leedl-tutorial “Use for a Chinese-language deep learning course with lecture-aligned notebooks, mostly in PyTorch.”

:satellite: Simple and ready-to-use tutorials for TensorFlow

16.3kJupyter Notebookdormant
graykode/nlp-tutorialGitHub

calls leedl-tutorial “Choose for a comprehensive university-style deep learning course (Chinese) that includes NLP among many topics.”

Natural Language Processing Tutorial for Deep Learning Researchers

14.9kJupyter Notebookdormant
lazyprogrammer/machine_learning_examplesGitHub

calls leedl-tutorial “When you want a comprehensive, well-structured deep learning tutorial based on Hung-yi Lee's course, rather than the seed's multi-topic course fragments.”

A collection of machine learning examples and tutorials.

8.9kPythonactive
MITDeepLearning/introtodeeplearningGitHub

calls leedl-tutorial “Choose when you want Chinese-language notes following Hung-yi Lee's DL lectures rather than MIT labs.”

Lab Materials for MIT 6.S191: Introduction to Deep Learning

8.8kJupyter Notebookslowing
NLP-LOVE/ML-NLPGitHub

calls leedl-tutorial “Chinese deep-learning tutorial (Hung-yi Lee), narrower than the seed's full ML/DL/NLP coverage.”

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

17.8kJupyter Notebookslowing
MLEveryday/practicalAI-cnGitHub

calls leedl-tutorial “When you are learning deep learning in Chinese and specifically want Li Hongyi's course notebooks rather than the broader ML+DL seed.”

AI实战-practicalAI 中文版

6.9kJupyter Notebookactive