Machine Learning Fundamentals - Grokking the Machine Learning Interview

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All LessonsFree Lessons (2)

Introduction

How Does This Course Help in ML Interviews?Setting up a Machine Learning System

Practical ML Techniques/Concepts

Performance and Capacity Considerations Training Data Collection Strategies Online Experimentation Embeddings Transfer Learning Model Debugging and Testing

Search Ranking

Problem Statement Metrics Architectural Components Document Selection Feature Engineering Training Data Generation Ranking Filtering Results

Feed Based System

Problem Statement Metrics Architectural Components Tweet Selection Feature Engineering Training Data Generation Ranking Diversity Online Experimentation

Recommendation System

Problem Statement Metrics Architectural Components Feature Engineering Candidate Generation Training Data Generation Ranking

Self-Driving Car: Image Segmentation

Problem Statement Metrics Architectural Components Training Data Generation Modeling

Entity Linking System

Problem Statement Metrics Architectural Components Training Data Generation Modeling

Ad Prediction System

Problem Statement Metrics Architectural Components Feature Engineering Training Data Generation Ad Selection Ad Prediction

Machine Learning Fundamentals

Practice Mock Interview