AI入門丨開源學習資源推薦

如今AI大熱，網上的資源也很是多，讓人眼花繚亂。非科班的我，通過半年的摸索，也算馬馬虎虎入了坑。下面整理了我認爲不錯的學習資源，大部分我都看過，以分享給更多的人。我會不斷保持更新，也歡迎你們補充。

Python

• Think Python:https://github.com/bingjin/ThinkPython2-CN

• Problem Solving with Algorithms and Data Structures Using Python https://github.com/facert/python-data-structure-cn

• SICP Python描述 https://github.com/wizardforcel/sicp-py-zh

Data Structure

• LeetCode:https://leetcode-cn.com/explore/learn/
• https://github.com/liuyubobobo/Play-Leetcode-Explore

Linear Algebra

• MIT 18.06:https://www.bilibili.com/video/av15463995?from=search&seid=16412890485041558025

Machine Learning

Basic

• CS229:https://www.bilibili.com/video/av28468522?from=search&seid=15330936655901325835
• Neural Networks and Deep Learning:https://github.com/zhanggyb/nndl

Direction

• GAN:https://www.bilibili.com/video/av24011528?from=search&seid=10415083424527252092

Computer Vision

Basic

• CS231n:https://space.bilibili.com/216720985/video?keyword=cs231n

Direction

• Image Classification:https://github.com/weiaicunzai/awesome-image-classification

• Object Detection:https://github.com/hoya012/deep_learning_object_detection

• Semantic Segmentation:https://github.com/mrgloom/awesome-semantic-segmentation

Pytorch

• PyTorch源碼淺析：簡介

• 萬字綜述，核心開發者全面解讀PyTorch內部機制