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Classroom Contents
Self-Driving Apps - Using Machine Learning and AI to Improve App Performance
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- 1 Intro
- 2 Why Machine Learning? Can you write code that tells the difference between an apple and an orange?
- 3 You could write manual rules...
- 4 Creating manual rules requires lots of code
- 5 Machine Learning learns from examples
- 6 Workflow: 3 steps to train a ML model
- 7 ML can solve a variety of mission critical business problems
- 8 How to draw a Machine Learning model
- 9 Instacart value proposition
- 10 Four sided marketplace
- 11 Customer experience
- 12 Personal shopper experience
- 13 Encoding
- 14 New products
- 15 Competitive products
- 16 Recommended products
- 17 Unsupervised learning
- 18 Study the differences
- 19 Picking groceries
- 20 Let's get store data!
- 21 Traveling salesman problem
- 22 Results
- 23 Problem definition
- 24 Tensorflow architecture
