Imperial College London - Professional Certificate in Machine Learning and AI

Part Time 25 Weeks Online

What will I learn?

  • Introduction to Machine Learning
  • Probability for Machine Learning
  • Statistics for Machine Learning
  • Generalisation Theory and the Bias-Variance Trade-Off
  • Evaluating Predictive Performance
  • Advanced Topics in Performance Evaluation
  • Nearest Neighbour Methods
  • Decision Trees Part 1 & 2
  • Naïve Bayes
  • Bayesian Optimisation
  • Logistic Regression
  • Support Vector Machines
  • Unsupervised Learning
  • Principal Component Analysis
  • Introduction to Deep Learning
  • Neural Networks
  • Hyperparameters
  • Transparency and Interpretability
  • Convolutional Neural Networks
  • Biological Basis for Convolutional Neural Networks
  • Reinforcement Learning
  • Hyperparameter Tuning
  • Capstone Competition

Syllabus

The Professional Certificate in Machine Learning and Artificial Intelligence is designed to provide those looking to leverage their existing programming skills to advance into a machine learning role, along with those looking to implement machine learning and artificial intelligence within their organisation to automate or optimise processes.

What are the requirements?

There are no pre-requisites required for this course, but coding and intermediate math skills encouraged. For more information please read the course syllabus. Please make sure to visit the course website and apply for course admission after your Knoma Approval! This programme requires students to apply through Admissions- please apply through the Imperical College Business School Site.

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Emeritus

Emeritus, part of the Eruditus group, partners with top-tier universities across the United States, Europe, Latin America, India and China to bring world-class business and professional education to a global audience. Emeritus has partnered with more than 30 universities to date, including MIT, Columbia, Harvard, Cambridge, INSEAD, Wharton, UC Berkeley, INCAE, IIT, IIM, NUS...
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£332 / month

£3995 interest free loan from Knoma over 12 months

Key skills

Machine Learning Artificial Intelligence Logistics Regression Deep Learning Neural Networks
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