School of Cyber Tech

Machine Learning

Machine learning is taking over the world - it is benefiting companies across industries. It is helping organizations create systems that can understand, learn, predict, adapt, and operate on their own. Thus, understanding how machine learning works are one of the most valuable and useful things you can do.Whether you’re launching a career, advancing a career, or just excited to learn a new skill, there is no time like the present to get started on a Machine Learning path. Rocheston's  Machine Learning course teaches you to understand the challenging yet thriving sub-field of data science. The program not only delves into the theoretical aspect but into hands-on practice building your own models.

Machine learning is taking over the world - it is benefiting companies across industries. It is helping organizations create systems that can understand, learn, predict, adapt, and operate on their own. Thus, understanding how machine learning wor...

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Course content

  • Lesson Module 1: Introduction
  • Lesson Module 2: Concept Learning and the General-to-specific Ordering
  • Lesson Module 3: Decision Tree Learning
  • Lesson Module 4: Machine Learning in Practice
  • Lesson Module 5: Beyond Binary Classification
  • Lesson Module 6: Linear Models
  • Lesson Module 7: Probabilistic Modelling
  • Lesson Module 8: Artificial Neural Networks
  • Lesson Module 9: Kernel Methods
  • Lesson Module 10: Evaluating Hypotheses
  • Lesson Module 11: Bayesian Learning
  • Lesson Module 12: Computation Learning Theory
  • Lesson Module 13: Instance-based Learning
  • Lesson Module 14: Genetic Algorithms
  • Lesson Module 15: Learning Sets of Rules
  • Lesson Module 16: Analytical Learning
  • Lesson Module 17: Combining Inductive and Analytical Learning
  • Lesson Module 18: Reinforcement Learning