Friday, August 13, 2021

Free Courses for Data Science/AI/ML


Free Courses

https://www.kaggle.com/ colinmorris/hello-python

IBM Cognitive Class https://cognitiveclass.ai/ courses

Here is the free learning program from IBM,

These can be done in two to three weeks' time and earn badges on completion, which can add value to the profile.



Udacity

https://www.udacity.com/ courses/all?type=free% 20courses   - All free courses Catalog

https://www.udacity.com/ course/ai-fundamentals--ud099 - AI Fundamentals

https://www.udacity.com/ course/introduction-to- machine-learning-using- microsoft-azure--ud00333   -  Machine Learning using Microsoft Azure

 

Udacity Free Courses for Data science

·         Intro to Statistics

·         Statistics

·         Eigenvectors and Eigenvalues

·         Intro to Descriptive Statistics

·         Intro to Inferential Statistics

·         Introduction to Python Programming

·         Intro to Data Analysis

·         SQL for Data Analysis

·         Data Visualization with Tableau

 

Coursera Free Courses

·         Data Science Ethics

·         Practical Time Series Analysis

·         Data Science Math Skills

·         Bayesian Statistics: From Concept to Data Analysis

·        Python and Statistics for Financial Analysis

 

Intel® AI Developer Program: AI Courses

·         Introduction to AI

·         Natural Language Processing

·         Anomaly Detection

·         Machine Learning

·         Deep Learning

·         Deep Learning for Robotics

·         Time-Series Analysis

·         Applied Deep Learning with TensorFlow*

·         Distributed AI with the Ray Framework

 

Stream  Course  Link  Duration 
Python  Introduction To Python Programming  Link  4.5 hrs 
Python  Python Data Structures A to Z  Link  2 hrs 
Python  Python for Beginners: Learn with Examples and Mini-Project  Link  11 hrs 
Python  Master Python Complete Course  Link  6.5 hrs 
Python  Python for Beginner : Boot up Skill by Solve 29 Problems  Link  32 mins 
Data science Python For Data Science  Link  4 hrs 
Data science Learn NumPy Fundamentals (Python Library for Data Science)  Link  2 hrs 
Data science Master Data Analysis with Python - Intro to Pandas  Link  5 hrs 
Data science The Top 5 Machine Learning Libraries in Python  Link  1.5 hrs 
Data science Learn Core Python, Numpy and Pandas  Link  3 hrs 
Tableau Tableau Tutorial for Beginners  Link  1.5 hrs 
Tableau Learn Tableau Desktop for Accurate Business Analysis  Link  1.5 hrs 
Tableau Tableau Server Essentials: Skills for Server Administrators!  Link  1 hr 
Tableau Tableau 2020 Made for Non-Tech Backgrounds - Get Certified!  Link  3 hrs 
General Better Time Management  Link  30 mins 
General Time Management  Link  1 hr 
SQL  PostgreSQL for Newcomers  Link  4.5 hrs 
SQL  SQL Tutorial for Beginners - Learn SQL using 30 scenarios  Link  2.5 hrs 

 

Other Free Courses/Resources

·         1 hour crash course:  Intro to python  from Microsoft

·         Faster Data Science Education  from Kaggle

·         Python Programming: A Beginner's Guide to Learn Python in 7 Days  ebook


Coursera
https://www.coursera.org/ learn/python-statistics- financial-analysis
https://www.coursera.org/ learn/data-science-ethics
https://www.coursera.org/ learn/practical-time-series- analysis
https://www.coursera.org/ learn/bayesian-statistics
https://www.coursera.org/ learn/datasciencemathskills  


DS/AI/ML Topics