📊Data Science & Machine Learning

Videos

• Introduction to machine learning problem framing

• Machine learning crash course

• 2020 Machine Learning Roadmap

Articles

• 15 Important product metrics you should be tracking

• Why Product Metrics Matter

• Qualtrics - Product Metrics: What you Need to Know

• Product Metrics Framework

• Google - good data analysis

• The Data Science Life-Cycle

• Don’t trust data scientists to set performance metrics

• The unspoken rules of visualisation

• Introduction to Natural Language Processing for Text

• Amenity Detection and Beyond — New Frontiers of Computer Vision at Airbnb

• Build a Recommendation Engine With Collaborative Filtering

• A Visual and Interactive Guide to the Basics of Neural Networks

Books

• Measure What Matters (John Doerr)

• The Signal and the Noise (Nate Silver)

• Lean Analytics: Use Data to Build A Better Startup Faster (Alistair Croll & Benjamin Yoskovitz)