Advice from a Lyft data scientist

A TOUGH NUT TO CRACK
Machine Learning Product Management: Lessons Learned
Product management for ML projects can be difficult because engineering changes from a deterministic process to a probabilistic one. It requires “an approach that involves learning from data instead of programmatically following a set of human rules.” - Domino Data Lab

UP AND AT ‘EM
Fullstack D3 and Data Visualization
D3 can be tricky to pick up. With runnable code and explanations of data visualization principles, this book will have you creating a MVP chart by the end of the first chapter. - Amelia Wattenberger

CLIMBING THE LADDER
Lyft Data Scientist Shares Five Pieces of Career Advice
A nice quick read that covers topics like starting a new role, stakeholder management, and building a consultancy. - Towards Data Science

PROVE IT
Matrices as Tensor Network Diagrams
This framework is great way to wrap your head around matrices (and it makes proofs cleaner and simpler!). - Math3ma

OBJECTS IN MOTION
Learning 3D Human Dynamics from Video
Looking at an image of someone in action, it’s easy for us to guess the movements of that person immediately before and after. This model aims to do the same, and the results are kind of wild to behold. - Learning 3D Human Dynamics from Video

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