Machine Learning MATLAB Labs

MATLAB labs associated with the Machine Learning course are below.

• Topic: Fully Connected Neural Networks
  Single-Node, Double-Node And Multi-layer NN Lab
  Fully Connected Neural Network Lab

• Topic: Convolutional Neural Network
  CNN Detection of Cracks
  CNN Identification of Numbers
  CNN Identification of Salt Body

• Topic: Support Vector Machines
  Denoising Migration Images with SVM, NN, and Logistic Regression

• Topic: Clustering
  
  NMO Velocity Analysis by the K-Means Cluster Method
  Demultiple of Seismic Data by the K-Means Cluster Method

• Topic: Principal Component Analysis
  
  PCA of Yellowstone Data
  
  
  Simple PCA Lab

• Topic: Sparse Coding
  
  Denoising Seismic Data by Sparse Coding: Part 2
  
  
• Commentary on Book

Topic: Autoencoding

Denoising Seismic Data by Sparse Coding: Part 2

• Topic: Bayesian Analysis
  
  VSP Traveltime Inversion