AI Roadmap

Follow Daily (for instant viewing)

1

Lil’Log，colah’s blog

Github Trending，Hugging Face Blog Articles，Medium，X，YouTube，Microsoft Research Blog，Deepmind Research Publications，The latest AI news from Meta，Qwenlm，wandb及主页，anthropic monthly，anthropic news，GettingStarted，the-decoder，TheAIGRID

量子位，机器之心，鲟曦研习社，智源社区，腾讯云开发者社区，B站良睦路程序员，B站小工蚁创始人，闲记算法每日论文

2

53AI知识库，夕小瑶CSDN，B站AI算法工程师Future，滚动周报，B站二次元的Datawhale，B站OpenMMLab，DataFun，B站AITIME论道，B站ReadPaper论文阅读，NVIDIA GTC，NVIDIA 术语表，NVIDIA AI

3

小角龙的学习笔记，HUSTAI知识分享，Verlocksss技术笔记，土猛的员外笔记，MartinLwx’s blog，AIMultiple，Deep Learning Garden，夕小瑶，知乎陈震，知乎忆臻-论文速递

Forum / Community：PyTorch，OpenAI，AI千集，OpenAI Cookbook，IMAGENET

AI Paper Reading

Course (for practice)

dair-ai

datawhalechina

MS-ai-edu，webpage

MS-AI-System，webpage

MS-Generative AI for Beginners

MIT 6.S191: Introduction to Deep Learning，lab materials

Stanford-CS324-Large Language Models

Stanford-CS20-Tensorflow for Deep Learning Research

UCB-STAT157-Introduction to Deep Learning

NYU-Machine Learning

SMRI-Machine Learning for the Working Mathematician

DeepLearning.AI

D2L COURSES，动手学深度学习，知乎李沐的深度学习课

fengdu机器学习初学者

mlfoundations

国内平台：机器之心机动组，极客时间

国外平台：DeepLearning.AI，coursera，edX，class central，simplilearn

Docs (for long-term viewing)

知识体系、算法题、教程、面经，这是一份超赞的AI资源列表OpenXLab-GitHub；完备的 AI 学习路线，最详细的中英文资源整理OpenXLab；算法岗基础技能树

dair-ai/Prompt-Engineering-Guide及主页

MS-DeepSpeed

scikit-learn Tutorial

PyTorch Tutorial

PaddleNLP文档

动手学大模型应用开发datawhale

deeplearning手册

AI算法工程师手册huaxiaozhuan

Learn Prompting

PP飞桨深度学习百科及面试资源，PP飞桨AI Studio

A Blitz Introduction to DGL，Deep Graph Library

数据科学和机器学习

Visualize-ML

神经网络与深度学习邱锡鹏

花书官方

李航机器学习方法pdf

龙书 TensorFlow深度学习 代码及pdf

harvard-edge/cs249r_book，Machine Learning Systems

北大数学李东风，概率统计讲义

北大数学张志华，深度强化学习

强化学习资料汇总

FORECASTING: PRINCIPLES AND PRACTICE statistics

大规模语言模型从理论到实践pdf

GitHub：

1

apachecn/ailearning

BoyuAI Group：Hands-on-DS，Hands-on-ML，Hands-on-RL，Hands-on-NLP，Hands-on-CV

Mikoto10032/DeepLearning

krishnaik06/Roadmap-To-Learn-Generative-AI-In-2024

nosuggest/Reflection_Summary 算法理论基础知识应知应会

therealsreehari/Learn-Data-Science-For-Free Data-Scientist-Roadmap

leerumor/nlp_tutorial

imhuay/Algorithm_Interview_Notes-Chinese-backups 算法/深度学习/NLP面试笔记

2

kailashahirwar/cheatsheets-ai AiLearning：数据分析+机器学习实战+线性代数+PyTorch+NLTK+TF2

hanbt/learn_dl，HuStanding/ml 给初学者的NLP入门指南

josephmisiti/awesome-machine-learning machine learning frameworks

ChristosChristofidis/awesome-deep-learning roadmap

fire717/Machine-Learning 机器学习&深度学习资料笔记&基本算法实现&资源整理

PacktPublishing/Python-Machine-Learning-Second-Edition code repo for Python Machine Learning

jxareas/Machine-Learning-Notebooks，jxareas/ml-zoomcamp-2022 homework for course

tangyudi/Ai-Learn

Others

产品：AI开源方案库-传递最新AI应用落地解决方案｜AIGCLINK

可视化：LLM Visualization

大白智能大厂面经，阿里技术岗，BAT_interviews，Data-Science-Interview-Resources，9个offer12家公司35场面试从微软到谷歌

ML Code Challenges