End-to-end interview course - practical examples on how to apply core DS concepts within an interview setting. Core concepts, frameworks, sample questions and high quality answers included within each module.

Welcome & Course Overview

Join the Data Science Community

Feedback & Learner Support

Introduction

Understanding Analytics Case Interviews

Structured Framework for approaching Analytics Case Questions

Key Elements of High-Impact Responses

Case 1: Step-by-Step Solution Approach

Case 1: Adequate Answer and What Can Be Improved

Case 1: Excellent Answer

Case 2: Adequate Answer

Case 2: Excellent Answer

Case 3: Adequate Answer

Case 3: Excellent Answer

Practice Questions: Analytics Case

Practice Questions: Product Case

Analytics Cases

Understanding Behavioral interviews

Crafting Your Story

Frameworks for Impactful Storytelling

Demonstrating Leadership & Ownership

Building Collaboration & Influence

People Leadership Skills

Strategic Thinking Skills (Part 1)

Strategic Thinking Skills (Part 2)

Practice Questions: Behavioral

Behavioral Interviews

Probability Foundations

Statistics for Interviews

Experimentation for Statistics Interviews

Experimentation for Product Interviews

Example Question 1

Practice Questions: Statistics

Practice Questions: Metrics and Experimentation

Statistics and Experimentation

Overview: Machine Learning Case Interviews

Structured Framework for ML Cases

Readings

Data Preparation & Feature Engineering

Algorithms & modeling

Model Evaluation Techniques

Systems Design & Productionization

Additonal Resources

Case 1: Adequate vs Excellent Answer

Practice Questions: ML Knowledge

Practice Questions: ML Case

Practice Questions: ML System Design

Machine Learning Cases

Effective Interview Framing & Setup

Structuring Your Delivery For Impact

Demonstrating Strategic Thinking

Applying User-Centric Product Thinking

Metric Mastery

Real-World Execution Insights

Advanced Storytelling for Interview Success

Navigating Tough Situations and Pitfalls

Advanced Interview Skills

Data Science Interview Course