1. 程式人生 > >AI入門丨開源學習資源推薦

AI入門丨開源學習資源推薦

現在AI大熱,網上的資源也非常多。非科班的我,經過半年的摸索,也算馬馬虎虎入了坑。下面整理了我認為不錯的學習資源,大部分我都看過,以分享給更多的人。我會不斷保持更新,也歡迎大家補充。

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原始碼淺析:簡介

  • 萬字綜述,核心開發者全面解讀PyTorch內部機制