Course Code: OMEGA-710
Course Title: Practical Machine Learning
Duration: 3 Days

The main goal of this course is to

  • Identify potential areas of applications of AI
  • Basic ideas and techniques in the design of intelligent systems
  • Statistical and decision–theoretic modelling
  • How to build agents that exhibit reasoning and learning
  • Apply regression, classification, clustering, retrieval, recommender systems, and deep learning

Module 1: Machine Learning Basics

Module 2: Classification

Module 3: Regression

Module 4: Unsupervised Learning

Module 5: Machine Learning Workflow

Module 6: Fundamentals of Deep Learning

Module 7: Fundamentals of Deep Networks

Module 8: Deep Network Architectures

Module 9: DeepLearning4J

Module 10: Apache Spark ML

Module 11: H2O

Module 12: Apache Mahout