MasterTrack in Machine Learning for Analytics offered by The University of Chicago
- Private University
217 acre campus- Estd. 1890
MasterTrack in Machine Learning for Analytics at UChicago Overview
Duration | 5 months |
Total fee | ₹3.13 Lakh |
Mode of learning | Online |
Course Level | PG Degree |
MasterTrack in Machine Learning for Analytics at UChicago Highlights
- Earn a certificate of completion from The University of Chicago
MasterTrack in Machine Learning for Analytics at UChicago Course details
- In this program student will learn to create, refine, and evaluate machine-learning models by working on real-world data with a TA, instructor, and fellow students
- The first two mini-classes focus on statistics for machine learning?allowing you gain the tools you need to make tight inferences and conduct experiments using your models
- In the last two mini-classes, you turn to machine learning proper and learn sophisticated techniques to detect patterns and create models to make predictions
- The emphasis throughout is on developing a firm understanding of the theory that underpins practice so that you approach machine learning in a thoughtful, critical way
MasterTrack in Machine Learning for Analytics at UChicago Curriculum
Statistical Thinking for Machine Learning
Sourcing, organizing, and managing data
Probability and distributions
Descriptive analytics
Statistical tests and causation
Modeling techniques
Manipulating data to prepare it for analysis
Advanced Statistical Thinking for Machine Learning
Multivariate linear regressions
Variable transformations
Binary classification
Working with data and outliers
Experiment design and natural experiments
Introduction to Machine Learning
Principles and process of machine learning
Different categories of machine learning
Statistical approaches to regression
Types of regularization to improve models
Multi-class classification and SVMs
Advanced Applications
Building decision trees from scratch
Neural networks
Implementing unsupervised learning techniques
Dimensionality reduction
Tools to better address machine-learning tasks
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MasterTrack in Machine Learning for Analytics at UChicago Contact Information
Edward H. Levi Hall 5801 South Ellis Avenue Chicago, Illinois 60637 USA
Chicago ( Illinois)