DataQuest – Probability Statistics and Linear AlgebraCourses / Interactive tutorial style course
This course is step 5 of 6 in the DataQuest Data Analyst Path and with the addition of material on Linear Algebra, it is step 5 of 11 in the DataQuest Data Scientist Path. “Learn Statistics for more robust data analysis.” The curriculum for this course includes material for beginners and for intermediates. The material for beginners covers: Introduction to Statistics Standard Deviation and Correlation Descriptive Statistics Linear Regression Distributions and … Continue Reading
Open Data Science Conference (ODSC) EastConferences / Gatherings and Organizations
Use Promo Code ODSC-BecomingDataSci for 5-20% off registration 2017 Event: May 3-5, 2017 – Boston, MA 2017 Speakers Tracks: Open Data Science, Machine Learning, Big Data Science, Open Visualization “ODSC – Open Data Science Conference – is essential for anyone who wants to connect to the data science community and contribute to the open source applications they use everyday. Our goal is to bring together the global data science community to help … Continue Reading
Pattern Recognition and Machine LearningBooks / physical books or multiple formats
This textbook is suitable for courses on machine learning, statistics, computer science, signal processing, computer vision, data mining, and bioinformatics, and is aimed at advanced undergraduates or 1st-year PhD students, as well as practitioners.
Naked Statistics: Stripping the Dread from the DataBooks / physical books or multiple formats
Wheelan strips away the arcane and technical details, focuses on the underlying intuition that drives statistical analysis, and clarifies key concepts such as inference, correlation, and regression analysis.
Data Science from Scratch: First Principles with PythonBooks / physical books or multiple formats
In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch.