• Home
  • Blog
  • Newsletter
  • Site Map

Best Online Short Courses

Self-paced and Tutor-led Online Education Suggestions:

Hands-On Python and R In Data Science

April 4, 2020

The Udemy course “Machine Learning A-Z™: Hands-On Python & R In Data Science” has been designed by two professional Data Scientists so that they can share their knowledge and help you learn complex theory, algorithms and coding libraries in a simple way. They walk you step-by-step into the World of Machine Learning. With every tutorial, you will develop new skills and improve your understanding of this challenging yet lucrative sub-field of Data Science. This course is fun and exciting, but at the same time dives deep into Machine Learning. And as a bonus, this course includes both Python and R code templates which you can download and use on your own projects.

Udemy Machine Learning A-Z

Machine Learning A-Z™: Hands-On Python & R In Data Science Course Content

In this course, you will learn to create Machine Learning Algorithms in Python and R from two Data Science experts. Code templates are included. You will be able to make powerful analysis, make robust Machine Learning models, create strong added value to your business and know which Machine Learning model to choose for each type of problem.

The course comprises 231 Lectures organized into the following ten parts:

————————– Part 1: Data Preprocessing ————————–

  • For Python learners, summary of Object-oriented programming: classes & objects
  • Data Preprocessing Template

—————————— Part 2: Regression ——————————

  • Simple Linear Regression
  • Multiple Linear Regression
  • Polynomial Regression
  • Support Vector Regression (SVR)
  • Decision Tree Regression
  • Random Forest Regression
  • Evaluating Regression Models Performance

—————————- Part 3: Classification —————————-

  • Logistic Regression
  • K-Nearest Neighbors (K-NN)
  • Support Vector Machine (SVM)
  • Kernel SVM
  • Naive Bayes
  • Decision Tree Classification
  • Random Forest Classification
  • Evaluating Classification Models Performance

—————————- Part 4: Clustering —————————-

  • K-Means Clustering
  • Hierarchical Clustering

———————- Part 5: Association Rule Learning ———————-

  • Apriori
  • Eclat

———————— Part 6: Reinforcement Learning ————————

  • Upper Confidence Bound (UCB)
  • Thompson Sampling

——————— Part 7: Natural Language Processing ———————

  • Natural Language Processing in Python
  • Natural Language Processing in R

—————————- Part 8: Deep Learning —————————-

  • Artificial Neural Networks
  • Convolutional Neural Networks

———————– Part 9: Dimensionality Reduction ———————–

  • Principal Component Analysis (PCA)
  • Linear Discriminant Analysis (LDA)
  • Kernel PCA

——————— Part 10: Model Selection & Boosting ———————

  • Model Selection
  • XGBoost
  • Bonus Lectures

Requirements

  • Just some high school mathematics level

Summary of Main Course Features

  • Instructors:
    • Kirill Eremenko – Data Scientist
    • Hadelin de Ponteves – AI Entrepreneur
  • Lectures: 296
  • On-demand video: 41 hours
  • Articles: 33
  • Downloadable Resources: 8
  • Includes:
    • 30-Day Money-Back Guarantee
    • Full lifetime access
    • Access on mobile and TV
    • Certificate of Completion

Price: $199.99 (Click the link below for details of any special offers)

Visit the Course Page

 

Related

Similar Posts You May Like:

Deployment of Machine Learning ModelsLearn How To Put Your Machine Learning Models Into Production Udemy Learning PythonBecome a Better Data Analyst With This Online Udemy Course Alison R ProgrammingLearn About R Programming for Data Statistical Computing – Free Course Udemy Data Science - Deep Learning in PythonData Science: Deep Learning in Python Udemy Course Learning PythonBecome a Better Data Analyst with This Top-Selling Python Course Data ScienceMaster Data Science with These Four Free Courses pyconA hands-on introduction to Python for beginning programmers – A Free Course tableau 10Learn Tableau 10 for Data Science with Real-Life Data Analytics Exercises Programming with PythonLearn Programming Concepts Using Python – Free Course Python for Kids and BeginnersProgramming with Python for Kids and Beginners

Filed Under: Lectures, Programming, Python Tagged With: Hands-On Python, Machine Learning, Machine Learning Algorithms, Python In Data Science, R In Data Science

Search this Site

About This Site

This site provides information on self-paced and tutor-led online short courses - some of them are free, some are on special offer, and all are excellent value. Use the Search Box, the Main Topics drop-down box, or the Tag Page to find courses that interest you.

Main Topics

Tag Page

Complete List of Tags

Video Marketing Machine

Video Templates

*New customer offer! Top courses from $12.99 when you first visit Udemy.

*New customer offer! Top courses from $12.99 when you first visit Udemy.

*New customer offer! Top courses from $12.99 when you first visit Udemy. End Date: 03/31/2021.

Web Hosting Deal

Web Hosting

Get a Career in Computer Science

Coursera Purple CS Design 3

Programming Courses

Udemy Javascript course

Learn Advanced JavaScript With This Online Course

One of the top web development courses on Udemy is JavaScript: Understanding the Weird Parts. This advanced course is for modern developers who want and need to know JavaScript through and … [Read More...]

See More Courses in the Programming Category

Textbooks: Rent. Buy. Sell.

Check Your Grammar

The #1 Writing Tool

Free Trial to Create Awesome Videos

Content Samurai Free Trial

Lifetime Learning Access to Eduonix – Only A Few Places Left

Lifetime Access to Eduonix Courses

Amazon Offers

Amazon Prime Free Trial

Sign up for Free Weekly Newsletter

Best Online Courses Newsletter

Enter your email address below to receive a weekly summary with new learning suggestions.

Amazon Gift Ideas

Follow

RSS feed RSS - Posts

Important Links

Contact Us

Terms of Use

Privacy Policy

Best Degree Programs

Online and Distance Learning Degrees

Job Search

Job Search

Copyright © 2023  Best Online Short Courses