Curated essays about the future of Data Science. Production Data Science and learning resources for continuous learning. Covers Data Science, Data Engineering, MLOps & DataOps. Curated by people at https://nibble.ai/
It’s not entirely clear what level of mathematics is necessary to get started in machine learning. If you need to brush up your math skills, this course by Microsoft on EdX provides a hands-on approach on topics like equations, functions, vectors, matrices, statistics and probability.
Foundations of Data Science
Microsoft Research just release a free book that covers the theory for data science they expect to be useful in the next 40 years. The book is available for free as a pdf here, you can also watch the presentation video.