Machine Learning, ML

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Free Online Course: Machine Learning, ML provided by Swayam is a comprehensive online course, which lasts for 8 weeks long. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from Swayam. Machine Learning, ML is taught by Prof. Carl Gustaf Jansson Prof. Henrik Boström Prof. Fredrik Kilander.

Overview
  • The scientific discipline of Machine Learning focuses on developing algorithms to find patterns or make predictions from empirical data. It is a classical sub-discipline within Artificial Intelligence (AI). The discipline is increasingly used by many professions and industries to optimize processes and implement adaptive systems. The course places machine learning in its context within AI and gives an introduction to the most important core techniques such as decision tree based inductive learning, inductive logic programming, reinforcement learning and deep learning through decision trees.INTENDED AUDIENCE: Interested studentsPREREQUISITES : Relevant applied math and statistics, core computer sciencelINDUSTRY SUPPORT : Broad industrial interest at present, i.e. for autonomous vehicles, robots, intelligent assistants and general datamining

Syllabus
  • Week 1: Introduction to the Machine Learning course
    Week 2: Characterization of Learning Problems
    Week 3: Forms of Representation
    Week 4: Inductive Learning based on Symbolic Representations and Weak Theories
    Week 5: Learning enabled by Prior Theories
    Week 6: Machine Learning based Artificial Neural Networks
    Week 7: Tools and Resources + Cognitive Science influences
    Week 8: Examples, demos and exam preparations