Derek Bridge

CS3515: Hands-On Machine Learning

Slides Description
pdf 01 Introduction
pdf 02 Supervised Learning
pdf 03 Binary Classification
pdf 04 Regression
pdf 05 Model Selection
pdf 06 Preprocessing
pdf 07 Linear Regression
pdf 08 Gradient Descent
pdf 09 Logistic Regression
pdf 10 Ensembles
pdf 11 Model Complexity
pdf 12 Feature Selection
pdf 13 Text Preprocessing
pdf 14 Text Classification
pdf 15 Neural Networks
pdf 16 Keras
pdf 17 Convolutional Neural Networks
pdf 18 Training Neural Networks
pdf 19 Overfitting in Neural Networks
pdf 20 Explainable Artificial Intelligence (XAI)
pdf 21 Bias in Machine Learning
pdf 22 Data Ethics
pdf 23 Where Next?