Deep Learning

1. AI 介紹

AI 簡介

AI 硬體介紹

PC 軟體安裝

OpenCV-Python 影像處理

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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

• MNIST-PyTorch

• FashionMNIST-PyTorch

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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
• 腸胃道疾病偵測 Resnet50
• 腸胃道疾病偵測 Resnet152+ViT
• 腸胃道疾病偵測 EfficientNet-v2s
• 土地分類 EuroSAT CNN

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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, YOLOv11 Sushi,YOLOv11 Tank
• YOLOv12, YOLOv12 Tank
• YOLOv13, YOLOv13-Tank

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5. 影像分割 (Image Segmentation)

• Image Matting
• Semantic Segmentation
• Segment Anything
• FastSAM
• SAM2
• SAM2 image
• Replace Anything
• Remove Anything
• Inpaint Anything
• YOLOv11 Segment

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6. 姿態估計 (Pose Estimation)

• PosNet
• OpenPose
• YOLOv11-Pose

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7. 人臉識別 (Face Recognition)

• YOLOv12-Face
• DeepFace
• FaceNet

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8. 循環神經網路 (Recurrent Neural Networks)

股票預測

• Stock LSTM, Stock LSTM PyTorch
• Stock LSTM MACD

天氣預測

• Weather LSTM
• Temperature Nowcasting
• NeuralGCM

人格預測

• MBTI RNN
• MBTI LSTM

機具異常預測

• Senor Anomaly Detection
  

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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
  
• LivePortrait

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10. Generative Speech

Text-to-Speech

• forwardtacotron TTS
• Google TTS

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Voice Cloning

• Spark-TTS
• Index-TTS2

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Voice/Music Seperation

• VoiceSplit
• Demucs

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Audio-to-Text (ASR)

• whisper
• asr-whisper
• asr-canary-1b
• faster-whisper
• whisper-large-v3

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11. Generative Song

Text-to-Song

• jamify

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12. Generative Image

Text-to-Image

• LCM-LoRA
• SDXL Base1.0
• SDXL-Lighting
• ComfyUI Kaggle - March 2025

ComfyUI Flux.1 ControlNet 介紹
ComfyUI Hunyuan Video 介紹

Image-to-3D

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

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13. Generative Video

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14. 大型語言模型 (LLM)

大型語言模型 (Large Language Model)

• TinyLlama v1.1
• Gemma-3 270M-IT
• Gemma-3 4B-IT
• Gemini-2.5-flash
• Llama-from-scratch
• Llama4-from-scratch

視覺語言模型 (VLM/MLLM)

• Llama-3.2-11B-Vision-Instruct
• Gemini-2-5-flash Image

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15. AI代理 (Agent)

LangChain RAG

• LangChain RAG
• LangChain RAG Webpage

Smolagents

• Smolagents simple
• Smolagents websearch

DSPy

• DSPy AirlineCustomerService
• DSPy Image Generation Prompt Iteration

AG2: Open-Source AgentOS for AI Agents

• AG2 Agent coding
• AG2 Agent Tools and Run Method examples
• AG2 Conversable Agent
• AG2 Group Chat
• AG2 Groupchat with RAG

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16. 強化學習 (RL)

強化學習(Reinforcement Learning)

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

RL Robot

VLA