# Tag: linear algebra

### Linear Algebra (MIT)

Courses / Self-paced online course“This course covers matrix theory and linear algebra, emphasizing topics useful in other disciplines such as physics, economics and social sciences, natural sciences, and engineering…. This course has been designed for independent study. It provides everything you will need to understand the concepts covered in the course.” The course covers the following topics: Systems of linear equations Row reduction and echelon forms Matrix operations, including inverses Block matrices Linear dependence and … Continue Reading

### Linear Algebra

Courses / Self-paced online courseCourses and exercises for learning and practicing the following topics in linear algebra: Vectors and spaces Matrix transformations Alternate coordinate systems (bases)

### The Open Source Data Science Masters

Curricula / References, Learning Guides, Etc.“The open-source curriculum for learning Data Science. Foundational in both theory and technologies, the OSDSM breaks down the core competencies necessary for making use of data. The Internet is Your Oyster. With Coursera, ebooks, Stack Overflow, and GitHub — all free and open — how can you afford not to take advantage of an open source education?” This program consists of a list of courses and resources. The curriculum covers: … Continue Reading

### Data Science from Scratch: First Principles with Python

Books / physical books or multiple formatsFrom Amazon: “Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they’re also a good way to dive into the discipline without actually understanding data science. In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get … Continue Reading

### DataQuest – Data Scientist Path

Courses / Interactive tutorial style courseLearn how to make inferences and predictions from data.

### Data Science from Scratch: First Principles with Python

Books / physical books or multiple formatsIn this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch.

### Linear Algebra – Foundations to Frontiers

Courses / Scheduled online courseIn this course, you will learn all the standard topics that are taught in typical undergraduate linear algebra courses all over the world, but using our unique method, you’ll also get more!

### The Data Incubator Bootcamp/Fellowship

In-Person Bootcamp / ProgramsThe Data Incubator is an intensive 7 week fellowship that prepares the best scientists and engineers with advanced degrees to work as data scientists and quants.

### Machine Learning (Coursera)

Courses / Self-paced online courseIn this class, you will learn about the most effective machine learning techniques, and gain practice implementing them and getting them to work for yourself.

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