AI Information

Here are some of my favorite videos, websites, and apps about artificial intelligence. Feel free to check out my page for more information about the subject.

AI Art Models

• CLIP models
• Diffusion Models

APIs

TensorFlow

PyTorch

Keras

JAX

Youtube Channels

:ML papers explained[YannicKilcher]

: MachineLearningwithPhil

:机器学习课程

Imitation Learning

Deep RL Bootcamp Frontiers Lectures

Algorithms

1. 贪心算法
2. Monte Carlo Algorithms
3. EM算法
4. MCMC 算法
5. 基础算法
6. 蒙特卡洛树搜索
7. 决策树
8. Bagging 和 随机森林
9. Boosting
10. 梯度提升决策树(GBDT)
11. 聚类算法
12. 回归算法
13. XGBoost
14. Recommendation Algorithms[GitHub]
15. Spatiotemporal Predictive Learning Algorithms [GitHub]
16. Video-prediction [paper with code]

PPTs

• DRL at UC Berkeley
  • Introduction and Course Overview
  • Supervised Learning of Behaviors
  • Policy Gradients,
  • Actor-Critic Algorithms,
  • Value Function Methods,
  • Deep RL with Q-Functions

Books

Reinforcement Learning

• Reinforcement Learning Algorithms with Python
• Deep Reinforcement Learning in Action

Machine Learning Collection

• Machine Learning Collection
• Awesomeopensource_machine-learning
  • GAN Zoo

Deep Learning Models

• Deep Learning Models
• Modelzoo
• Physics-Based Deep Learning
  • PhiFlow

Transfer Learning

• Tensorflow Hub
• PyTorch Hub
• Awesomeopensource_transferlearning

Deep Learning, Weather and Climate

• Deep Learning for Post-Processing Ensemble Weather Forecasts [GitHub]
• DLWP: Deep Learning Weather Prediction[GitHub] [Paper]
• WeatherBench: A benchmark dataset for data-driven weather forecasting[GitHub][Paper]
• ClimateGAN: Raising Awareness about Climate Change by Generating Images of Floods[GitHub][Paper]

Papers

• paperswithcode.com
• deepai
• papertalk(Authors talk their papers)
• THE NEURAL NETWORK ZOO
• Papers explained[YannicKilcher]
• Two Minute Papers
• Deep learning paper explained

My Favorite AI-Based Apps

• GauGan2
• Deep Dream Generator
• Weights & Biases – Developer tools for ML
• OpenAI
• copy.ai
• hyperwriteai
• PerceptiLabs