projeduc_ML

Machine Learning This repo contains some lectures and labs presented in "Machine Learning" designed for students of "école nationale supérieure d'informatique (ESI)", Algiers, Algeria. Download here Full lectures Data preparation and models' evaluation - Data collection - Data quality - Data integration - Data annotation - Data cleaning - Data transformation - Numerical features - Categorical features - Feature generation - Data sampling and splitting - Unbalanced data - Data splitting - Cross validation - Models' evaluation - Classification - Regression - Clustering Naı̈ve Bayes and hidden Markov model - Classification models - Non-tenporal problems - Temporal problems - Discriminative models - Generative models - Naı̈ve Bayes - Estimation - Prior probability - Likelihood - Numerical application - Multinomial NB - Bernoulli NB - Normal NB - HMM Neural Networks - Neuron - Network - Activation functions - Cost functions - Optimization functions - Feedforward Neural Networks (FFNN) - Multi-layers architecture - Auto-encoders - Convolutional Neural Network (CNN) - Regularization - Recurrent Neural Networks (RNN) - Architecture (RNN)