Artificial Intelligence & Machine Learning Course
AI & Machine Learning is the most sought after skill in the next 5 – 10 years and will make you very relevant in the latest knowledge economy. It is not only for engineers. If you want your organization to become better at using AI, this is the course to tell everyone–especially your non-technical colleagues–to take. In this course, you will learn:
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* Introduction to machine learning
* Supervised and unsupervised learning
* Statistical learning and regression
* Curse of dimensionality and parametric models
* Classification problems, K nearest neighbours
* Simple linear regression and confidence interval
* Multiple Linear Regression and Interpreting Regression Coefficients
* Model Selection and Qualitative Predictors
* Interactions and Nonlinearity
* Introduction to Classification
* Logistic Regression and Maximum Likelihood
* Multivariate Logistic Regression and Confounding
* Linear Discriminant Analysis and Bayes Theorem
* Univariate Linear Discriminant Analysis
* Multivariate Linear Discriminant Analysis and ROC Curves
* Quadratic Discriminant Analysis and Naive Bayes