Lhy_Machine_Learning

李宏毅2021/2022/2023春季机器学习课程课件及作业

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===========================

2021 2022

  

  

  

  

  

  

  

->05->

UP2021&2022&2023****
2023/02/25 TopicChatGPT
2023/03/05 Topic
2023/03/12 Topic
2023/03/20 Topic2021&2022
2023/03/26 Topic
2023/04/02
2023/04/16 TopicDiffusion Model
2023/04/26 Topic7
2023/05/03 Topic8
2023/05/14 HW9HW10
2023/05/21 TopicHW11
2023/05/29 HW12
2023/06/03 HW13HW14HW15

2023()2021/2022
202320222021
B/
QQ178174903QQ3584723646

Topic
ChatGPT 2023 slidesChatGPT (1/3) ChatGPT slidesChatGPT (2/3) (Pre-train) slidesChatGPT (3/3) ChatGPT slides ChatGPT Midjourney slides ChatGPT () Predicting Pokmon CPPokemon classificationLogistic Regression
AI( 1_2) slidesAI( 2_2) slidesAI slidesAIAINew Bing, WebGPT, Toolformerslides Brief Introduction of Deep LearningGradient DescentBackpropagation
slidesAIFinetuning vs. Prompting (1_3)AIFinetuning vs. Prompting (2_3)AIFinetuning vs. Prompting (3_3) (Self-supervised Learning) () BERT (Self-supervised Learning) () GPT AACL 2022 Tutorial: Recent Advances in Pre-trained Language Models:Why Do They Work and How to Use Them
slides slides + = (1_3) + = (2_3) + = (3_3) KNNLMGPT-4 ! GPT-4 (Self-supervised Learning) () BERT (Self-supervised Learning) () GPT AACL 2022 Tutorial: Recent Advances in Pre-trained Language Models:Why Do They Work and How to Use Them
AI slides Diffusion Model slidesStable DiffusionDALL-EImagen slides Variational Auto-encoder (VAE)Flow-based Generative ModelGenerative Adversarial Network (GAN)
Diffusion Model slideDiffusion Model (1_4) (optional)Diffusion Model (2_4) (optional)Diffusion Model (3_4) (optional)Diffusion Model (4_4) (optional) Denoising Diffusion Probabilistic ModelsUnderstanding Diffusion Models: A Unified Perspective The Curious Case of Neural Text DegenerationNatural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram PredictionsDiffusion-LM Improves Controllable Text GenerationMask-Predict: Parallel Decoding of Conditional Masked Language Models
AI ChatGPT slide AI slideChatGPT !B slide
AI slide
AI ChatGPT slide AI slideChatGPT !B slide
slide (1_2) (2_2)
slides1 slides2 slides3 () () AI )FrugalGPT- ChatGPT())FrugalGPT- ChatGPT()

Topic (2021&2022)
x Colab Tutorial Video slide code
x PyTorch Tutorial Video slide 1slide 2 x x
HW1 Regression Video slide code Kaggle
HW2 Classification Video slide code Kaggle
HW3 CNN Video slide code Kaggle
HW4 Self-attention Video slide code Kaggle
HW5 Transformer Video slide code JudgeBoi
HW6 Generative Model Video slide code JudgeBoi
HW7 BERT Video slide code Kaggle
HW8 Auto-encoder Video slide code Kaggle
HW9 Explainable AI Video slide code Gradescope
HW10 Attack Video slide code JudgeBoi
HW11 Adaptation Video slide code Kaggle
HW12 Reinforcement Learning Video slide code JudgeBoi
HW13 Network Compression Video slide code Kaggle
HW14 Life-long Learning Video slide code JudgeBoi
HW15 Meta Learning Video slide code Kaggle

() MIT 18.06
()Python-
( )
( )2022Deeplearning.ai
( )2018CS229-
( )2021Deeplearning.ai
()-
-Python-NumpyMatplotlibPandas
Pytorch
()Pytorch
()TensorFlow
OpenCV4-C++
pythonOpencv
()CS231n
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