Tag Archives: free

Computational and Inferential Thinking Online Book

The textbook for the UC Berkeley Data Science course is available for free online at Computational and Inferential Thinking. It is an online textbook and appears to be created as a collection of Jupyter notebooks. Here are some of the topics covered:

  • An Intro to Python for Data Science
  • Basic Plotting
  • Estimation
  • Regression
  • Classification
  • and much more

The book is free and open-source.

Free Machine Learning Textbook

Christopher Bishop, a Technical Fellow at Microsoft Research, has released his textbook Pattern Recognition and Machine Learning as a free PDF download.

The book is a bit older, published in 2006, but it stills contains some great information. Some of the topics covered include:

  • Probability Distributions
  • Regression
  • Classification
  • Neural Networks
  • Ensemble Models
  • K-Means Clustering
  • and many more….

Happy Reading!

Amazon Launches Machine Learning University

Amazon just launched  ‘Machine Learning University’ to all developers. It is the same training available for internal Amazon Employees. If you are looking to learn about Amazon Web Services (AWS) offerings for data science, now might be a great time to learn. Plus, Amazon announced some new certifications for machine learning.
There are 4 different learning paths available, depending upon your goals and future job aspirations:

  • Business Decision Maker
  • Developer
  • Data Scientist
  • Data Platform Engineer

The course materials and certifications are available at AWS Machine Learning Training Site. 

Free Reinforcement Learning Textbook

Reinforcement Learning: An Introduction by Rich Sutton and Andrew Barto was recently released on October 15, 2018. The authors were kind enough to put a late draft version of the book online as a PDF. If you are hoping to learn about Reinforcement Learning, this is a great place to start.

Full text is available on a Google Drive at Reinforcement Learning. Take a look.

Good Luck and Happy Learning.

Data Science in 30 Minutes with Jake Porway of DataKind

This month, The Data Incubator is hosting another free webinar on data science. This time it features an interview with Jake Porway, founder of DataKind. Jake and DataKind are doing amazing things, so I hope you can check out the webinar.

Below are the webinar details:

Data Science in 30 Minutes: Using Data Science in the Service of Humanity

Abstract: With his non-profit, DataKind, Jake Porway connects data scientists with social causes. Picture Doctors Without Borders for data nerds—with machine learning and AI engineers parachuting in to help the UN with humanitarian tasks, like tracking virus outbreaks using mobile data. “Data is like a bucket of crude oil,” Porway says. “Potentially great, but only if someone knows how to refine it (data scientists) and someone else has vehicles that will run on it (the social sector).” In this talk, Porway discusses the strategies of DataKind, its projects and the future of big data to service humanity.

The free online webinar is:

Thu, November 15, 2018 @ 5:30 PM – 6:30 PM EST

You can register at Data Science in 30 minutes.

Microsoft Weekly Data Science News for September 07, 2018

Here are the latest articles from Microsoft regarding cloud data science products and updates. This week it includes Measuring Model Goodness, a free ebook, AI discovery days, and more AI goodness.

Berkeley Data Science Course Online

The University of California at Berkeley is offering its very popular undergraduate data science course, Foundations of Data Science: Computational Thinking with Python, online via EdX. The course can be taken for free and it starts Monday April, 2 , 2018.

This course is actually part of a larger certificate program, Foundations of Data Science. You must pay to receive the certificate.

Good Luck!