The following notes represent a complete, stand alone interpretation of Stanford’s machine learning course presented by Professor Andrew Ng and originally posted on the ml-class.org website during the fall… Read More »Lecture Notes by Andrew Ng : Full Set
By Avrim Blum, John Hopcroft, and Ravindran Kannan (2018). Computer science as an academic discipline began in the 1960s. Emphasis was on programming languages, compilers,… Read More »Free Book: Foundations of Data Science (from Microsoft Research Lab)
Not to be confused with this free Microsoft book with same title. Data science underlies Amazon’s product recommender, LinkedIn’s People You Know feature, Pandora’s personalized radio… Read More »Upcoming Book: Foundations of Data science
There are plenty of resources on the Internet to learn linear algebra or to get a refresher, including our own tutorial (here). Below are three… Read More »Three Books About the Mathematics of Data
This glossary defines general machine learning terms as well as terms specific to TensorFlow. Below is a small selection of the most popular entries. You… Read More »Google Machine Learning Glossary
A free online version of the second edition of the book based on Stat 110, Introduction to Probability by Joe Blitzstein and Jessica Hwang, is now available here. Print… Read More »Free Textbook: Probability Course, Harvard University (Based on R)
This article was written by David March. Data science has been around since mankind first did experiments and recorded data. It is only since the… Read More »Deep Knowledge: Next Step After Deep Learning
Introduction Building data pipelines is a core component of data science at a startup. In order to build data products, you need to be able… Read More »What is Data Lake and How to Improve Data Lake Quality
When you give customers advice that can help them save some money, they will pay you back with loyalty, which is priceless. Interesting fact: Fareboom users started… Read More »Price Forecasting: Applying Machine Learning Approaches to Electricity, Flights, Hotels, Real Estate, and Stock Pricing
Data Science, Machine Learning, Deep Learning, and Artificial Intelligence are some of the most heard about buzzwords in the modern analytical eco-space. The exponential growth… Read More »An Introduction to Python Virtual Environment
