Machine Learning Learning Notes

Machine Learning learning notes.

Categories

Courses

• ML-Courses

NVIDIA related

• Install NVIDIA driver

Frameworks

• TensorFlow
• PyTorch

Basics

• CNN
• Machine Learning Algorithms
  • Clustering
  • Classification
• Loss Function
• Metrics
• Activation Function
• Normalization

Data Related

• Data Augmentation

Model compression and acceleration

• Model Optimization

Distributed Training

• Distributed Training (分散式訓練)

Build Machine Learning Demo Applications

1. Web Application

• Model Serving (REST API)

  • OVMS
  • TFLite

• TensorFlow.js

  • The TFJS version of EfficientSAM.

• Gradio

  • Audio Recognition App
  • EfficientSAM Tensorflow Demo App

2. Edge AI (ML/AI SDK)

• Tensorflow Lite
• MediaPipe
• OpenVINO
• Vitis AI

Other Tools

• Sacred
  • The example of advance using of TFRecord (Including using with Sacred).

Machine Learning related Applications

• Object Detection

• Autonomous Driving

• Large Language Model (LLM)