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This course is organized around algorithmic issues that arise in machine learning.
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English
English [CC]
FREE
- Learn basic syntax that can apply to any language.
- Learn what is a programming language and the basic concepts for beginners.
- Understand what is Javascript in it's truest form.
- Know the basic syntax of Javascript.
- Know some hidden quirks in Javascript.
Description
Modern machine learning systems are often built on top of algorithms that do not have provable guarantees, and it is the subject of debate when and why they work. In this class, we focus on designing algorithms whose performance we can rigorously analyze for fundamental machine learning problems.
Course content
- Introduction Unlimited
- Nonnegative Matrix Factorization Unlimited
- New Algorithms for Nonnegative Matrix Factorization and Beyond Unlimited
- Tensor Decompositions Unlimited
- Sparse Coding Unlimited
- Learning Mixture Models Unlimited
- Linear Inverse Problems Unlimited
Instructor
Massachusetts Institute of Technology
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