Dimensionality Reduction

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Capstone Project: Advanced AI for Drug Discovery (Coursera)

Dec 5th 2022
Capstone Project: Advanced AI for Drug Discovery (Coursera)
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In this capstone project course, we'll compare genome sequences of COVID-19 mutations to identify potential areas a drug therapy can look to target. The first step in drug discovery involves identifying target subsequences of theirs genome to target. We'll start by comparing the genomes of virus mutations to look [...]
Dec 5th 2022
Course Auditing
32.00 EUR/month

Mathematics for Machine Learning: PCA (Coursera)

This intermediate-level course introduces the mathematical foundations to derive Principal Component Analysis (PCA), a fundamental dimensionality reduction technique. We'll cover some basic statistics of data sets, such as mean values and variances, we'll compute distances and angles between vectors using inner products and derive orthogonal projections of data onto [...]

Specialized Models: Time Series and Survival Analysis (Coursera)

Nov 28th 2022
Specialized Models: Time Series and Survival Analysis (Coursera)
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This course introduces you to additional topics in Machine Learning that complement essential tasks, including forecasting and analyzing censored data. You will learn how to find analyze data with a time component and censored data that needs outcome inference. You will learn a few techniques for Time Series Analysis [...]
Nov 28th 2022
Course Auditing
32.00 EUR/month