This the repositiory for learning notes and interesting paper.

• SHAP
  • Fadel S. "Explainable Artificial Intelligence: Interpretable Machine Learning." Statistics Canada, https://www.statcan.gc.ca/en/data-science/network/explainable-learning. Accessed 3 Sept. 2024.
  • Personal Notes

• XGBoost: A Scalable Tree Boosting System
  • Note (see read me)
  • Variable Importance Dicussion in Stack Exchange

• Optimizer
  • An overview of gradient descent optimization algorithms
• Transformers
  • Swin Transformer: Hierarchical Vision Transformer using Shifted Windows
• CNN
  • Blog - Type of Convolutions
• Object Detection
  • Non Maximum Suppression Self Note
  • Blog with Code - Mask Detection using YOLOv5
  • Blog with Code - Object detection: Bounding box regression with Keras, TensorFlow, and Deep Learning
  • Blog with Code - Multi-class object detection and bounding box regression with Keras, TensorFlow, and Deep Learning
• Image Deblur
  • Blog with Code - GAN with Keras: Application to Image Deblurring
  • Paper - DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks
• Case Study
  • Age Prediction

• Stateless vs Stateful

• Spectral Clustering
  • Online Course - WS 2020/2021 Algorithmic Spectral Graph Theory
  • Paper - Spectral Feature Selection for Supervised and Unsupervised Learning
  • Paper - Unsupervised Feature Selection Method for Mixed Data
    • github repository

• skfeature by Arizon State University
  • FEATURE SELECTION ALGORITHMS
  • github repository

• Nested-CV (Nested Cross Validation)

  • Nested Cross-Validation — Hyperparameter Optimization and Model Selection (quick intro)
  • Nested Cross-Validation for Machine Learning with Python (more detail with hands on)

• BBC-CV (Bootstrap Biased Correction Cross Validation)

  • Paper - Bootstrapping the Out-of-sample Predictions for Efficient and Accurate Cross-Validation - arXiv:1708.07180v2 [cs.LG]

• LDA
  • Video - Latent Dirichlet Allocation part 1
  • Video - Latent Dirichlet Allocation part 2

• Spatial Structure in Disease Transmission Models
• A SPATIAL PATCH DYNAMIC MODELING APPROACH TO PATTERN AND PROCESS IN AN ANNUAL GRASSLAND1
• Modelling Epidemics Slides

• tutorial
• overpass api