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References.md
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References
Notebook, Book, Tutorial
Python & IPython
Libs
Awesome series & Collections
Lectures
References
可以自行在下属列表找找到适合自己的学习资料,虽然罗列的比较多,但是个人最好选择一个深入阅读、练习。当练习到一定程度,可以再看看其他的资料,这样弥补单一学习资料可能存在的欠缺。
Notebook, Book, Tutorial
Deep Learning with PyTorch
Machine Learning Yearning 中文版 - 《机器学习训练秘籍》
(
在线阅读
)
ipython-notebooks: A collection of IPython notebooks covering various topics
Learn Data Science
AM207 2016
Python机器学习
scientific-python-lectures
卷积神经网络中十大拍案叫绝的操作
Python & IPython
Python Numpy Tutorial - 简明Python, Numpy, Matplotlib教程
Python教程
Python-Lectures
A gallery of interesting Jupyter Notebooks
IPython tutorials
Examples from the IPython mini-book
Code of the IPython Cookbook, Second Edition (2018)
Essential Cheat Sheets for deep learning and machine learning researchers
手把手教你用Python做数据可视化
Libs
numpy
matplotlib - 2D and 3D plotting in Python
scipy
pytorch
tensorflow
keras
bokeh
Awesome series & Collections
Awesome Cmputer Vision
Awesome Deep Learning
Awesome - Most Cited Deep Learning Papers
Awesome Deep Vision
Awesome 3D Reconstruction
awesome-algorithm
Papers with code. Sorted by stars. Updated weekly.
Lectures
MIT 6.S094: Deep Learning for Self-Driving Cars
Deep Reinforcement Learning and Control
MIT Deep Learning
Machine Learning
CS229: Machine Learning
CS 20: Tensorflow for Deep Learning Research
CS 294: Deep Reinforcement Learning, UC Berkeley
Deep Learning Book
Machine Learning Crash Course with TensorFlow APIs
Nvidia DLI
Introduction to Machine Learning
Computer Vision @ ETHZ
SFMedu: A Structure from Motion System for Education
Scene understanding of computer vision
Autonomous Navigation for Flying Robots
Multiple View Geometry
Deep Learning for Self-Driving Cars
史上最全TensorFlow学习资源汇总
Oxford Deep NLP 2017 course