Deep Learning

1. AI & Kaggle Introduction

AI 介紹

Kaggle平台使用介紹

Python語言介紹

OpenCV-Python的使用介紹

git clone https://github.com/rkuo2000/cv2

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2. 卷積層神經網路 (Convolutional Neural Networks)

• MNIST-CNN

• Fashion MNIST

• cifar10 CNN, Cifar10 Pytorch

• FERplus CNN

• Flower CNN

• ASL Alphabet CNN

• Induction Motor Faults Detection

• ECG Classification

• ECG DNN

• AirDigit CNN

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3. 影像分類 (Image Classification)

• 交通號誌偵測
• 表情偵測
• 口罩偵測口
• 垃圾分類
• 肺炎偵測
• 皮膚癌偵測
• 鐵道偵測 Resnet50v2
• 鐵道偵測 EfficientNet
• 鋼鐵瑕疵偵測

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4. 物件偵測 (Object Detection)

Dataset: Roboflow

• YOLOv5
• 車牌偵測
• 血球偵測
• 口罩偵測
• 工地安全帽偵測
• 坑洞偵測
• 垃圾偵測
• YOLOv7,YOLOv7 Sushi Detection, YOLOv7 RefrigeratoryFood, YOLOv7 Pothole
• YOLOv10
• YOLOv11

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5. 影像分割 (Image Segmentation)

• Image Matting
• Semantic Segmentation
• DeepLabv3 plus
• Segment Anything
• FastSAM
• SAM2
• SAM2 image
• Replace Anything
• Remove Anything
• Inpaint Anything
• YOLOv8-Segment

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6. 姿態估計 (Pose Estimation)

• PosNet, PoseNet Human-Pose
• OpenPose
• MM-Pose
• YOLOv8-Pose

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7. 循環神經網路 (Recurrent Neural Networks)

股票預測

• Stock LSTM
• Stock LSTM MACD

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天氣預測

• Weather LSTM
• Temperature Nowcasting
• NeuralGCM

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人格預測

• MBTI RNN
• MBTI LSTM

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機具異常預測

• Senor Anomaly Detection
  

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Transformers

• Handwriting Transformers

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GPT2 (Generative Pre-trained Transformers)

• GTP2 Poem
• GPT2 Lyrics
• GPT2 Novel
• GPT2 Twitterbot

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8. 語音模型介紹

Text-to-Speech

• coqui TTS
• forwardtacotron TTS
• deepvoice-3
• bark Text-to-Audio

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Audio-to-Text (ASR)

• whisper
• faster-whisper
• whisper-large-v3

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Voice/Music Seperation

• VoiceSplit
• Demucs

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9. 生成對抗神經網路 (GAN)

VAE

• Neural Transfer
• FashionMNIST VAE
• AttentionHTR

GAN

• Cartoon GAN
• Toonify
• StyleGAN2 ADA
• Inpainting Anything
  
• Remove Anything
  
• Replace Anything
  

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AIGC

Text-to-Image

• LCM-LoRA
• SDXL Base1.0
• SDXL-Lighting

Image-to-3D

• TinyNeRF
• Shape-E
• Zero123++
• TripoSR
• LDM3D
• Depth-Pro

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10.強化學習(Reinforcement Learning)

• Cartpole Q-Learning
• Cartpole DQN
• Stock DQN
• Stock A2C
• SB3 ALE
• PyBullet-Gym Ant
• AirSim End-to-End Learning

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11. 大型語言模型 (Large Language Model)

• 現代LLMs
• LLM GPT4All
• privateGPT
• LLM Qwen1.5-7B-Chat
• LLM Llama 2 for sentiment analysis
• LLM Llama from scratch
• LLM Mistral-7B-Instruct
• Eagle LLM
• LLM LlamaIndex
• RAG Langchain Chromadb
• LLM Code-Llama
• LLM Llama-3.2

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12. 視覺語言模型 (VLM/MLLM)

• Gemini-1.5-Flash
• Llama-3.2-11B-Vision-Instruct

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13. 其他 (others)

生物化學深度學習

心理學深度學習