1
2 Weekends Months 8 044-28177233 9444028424 9444373852 [email protected] www.liba.edu • Introduction to Machine Learning • Models & Metrics • Classification - Logistic Regression - Linear Discriminant • Analysis - Confusion Matrix - ROC • Optimisation - Gradient Descent - Non-linear Programming • Decision Trees - Random Forest Bagging - Support Vector Machines • Boosting - Ensemble Methods - CatBoost, AdaBoost, XG Boost, LightGBM • Recommender Systems - Collaborative Filtering, Factorisation • Neural Networks - Hyper Parameter Tuning - Regularisation - CNN • Natural Language Processing (RNNs) • Unsupervised Learning - Clustering Methods • Reinforcement Learning COURSE CONTENT Loyola Institute of Business Administration (LIBA) A Jesuit Business School ARTIFICIAL INTELLIGENCE & MACHINE LEARNING CERTIFICATE PROGRAMME IN MANAGEMENT DEVELOPMENT CENTRE LIBA LOYOLA COLLEGE CAMPUS CHENNAI 600034 Application Fee: Rs.500 + 18% GST Course Fee: Rs.20,000 + 18% GST
