The Machine Learning Data Science Path

This guide assumes a basic understanding of Maths and Programming, which can be achieved with a formal education or through a few short online courses (easily found online). The following lists below can be shifted round, modified, and altered in any way shape or form for a coherent study plan. Just mix and match the material's with the highest appeal! Take note that multiple sources for similar content (different learning styles/intentions) have been kept in this list, so when one perspective doesn't make sense another will. Please do consider though, that despite both top down and bottom up approaches to learning being equally powerful, Part 3 CANNOT BE SKIPPED, as it is the backbone for gaining tangible, real, unique and thus irreplaceable experience!