Machine Learning for Advanced Analytics
offered by Caltech

Private University
124 acre campus
Estd. 1891

Machine Learning for Advanced Analytics
at
Caltech
Overview

Learn ability to apply analytics to plumb data for meaningful patterns and predict future trends

Duration	3 weeks
Total fee	₹1.55 Lakh
Mode of learning	Online
Official Website	Go to Website
Course Level	UG Certificate

Machine Learning for Advanced Analytics
at
Caltech
Highlights

Earn a certificate of completion from Caltech

Machine Learning for Advanced Analytics
at
Caltech
Course details

Skills you will learn

Regression R Python Data visualization Big Data

Who should do this course?

For professionals seeking to optimize business performance in high-tech companies

What are the course deliverables?

Understand the role of ML (Machine Learning) in the broader spectrum of Analytics
Know the range of methods and algorithms used for machine learning
Apply different ML methods and algorithms to practical business problems/data
Have the hands-on experience to build and assess variety of ML models using a well-known ML software tool – R and Python (Scikit-Learn + TensorFlow)
Compare different model developed by different algorithms using a set of assessment methods

More about this course

In this hands-on, accelerated course, you will learn the underlying principles for a wide variety of machine learning methods and algorithms, as well as the procedures to assess their validity in different applications
You will apply machine learning languages R and Python to select, build and use predictive models
The course also covers data visualization, enabling you to examine the trends and patterns in big data problems

Machine Learning for Advanced Analytics
at
Caltech
Curriculum

Machine Learning and Deep Learning

Tools for ML: R and Python/Colab + GCP

Linear Regression: Introduction

Regression Assessment

Gradient Descent

Naïve Bayes

Shannon’s Entropy Model + Decision Trees

Support Vector Machine

Machine Learning for Advanced Analytics
at
Caltech
Faculty details

Ash Pahwa

Ash Pahwa, Ph.D., is an educator, author, entrepreneur, and technology visionary with three decades of industry and academic experience. He has founded several successful technology companies during his career, the latest of which is A+ Web Services.