Data Scientist Interview Mastery: Beginner to Expert
Description
This course is designed to help aspiring and experienced data scientists confidently prepare for technical interviews. Covering beginner, intermediate, and expert-level questions, it provides a structured approach to mastering essential concepts, coding problems, and real-world case studies. Whether you are just starting out or aiming for senior data science roles, this course will equip you with the necessary skills to crack interviews at top tech companies.
What You’ll Learn
Beginner Level: Fundamentals of Data Science Interviews
Introduction to Data Science and its Applications
Understanding Statistics & Probability for Data Science
Python & SQL Basics for Data Science Interviews
Exploratory Data Analysis (EDA) & Data Cleaning Questions
Common ML Algorithms: Linear Regression, Decision Trees, KNN
Behavioral and General Interview Questions for Beginners
Intermediate Level: Strengthening Core Concepts
Probability Distributions, Hypothesis Testing & A/B Testing
Feature Engineering & Data Preprocessing Techniques
Hands-on Coding Challenges in Python (Pandas, NumPy, Scikit-Learn)
Advanced SQL Queries & Optimization Techniques
Supervised vs. Unsupervised Learning Questions
Model Evaluation Metrics & Performance Tuning
Scenario-Based ML Questions and Business Case Studies
Expert Level: Cracking Senior-Level Interviews
Deep Learning & Neural Networks (CNNs, RNNs, Transformers)
Advanced Machine Learning Algorithms (XGBoost, Random Forest, SVMs)
End-to-End Model Deployment & MLOps
Time Series Forecasting & NLP-Based Interview Questions
Generative AI & Large Language Models (LLMs) in Interviews
Real-World Case Studies & Problem-Solving Strategies
System Design for AI & Scalable Data Science Solutions
Why Take This Course?
Comprehensive Preparation: Covers 100+ interview questions from all difficulty levels
Real-World Scenarios: Learn with case studies and hands-on problem-solving
Industry-Relevant Skills: Get ready for FAANG, startups, and top tech companies
Expert-Led Guidance: Benefit from insights by experienced data scientists and hiring managers
Who this course is for:
- Aspiring Data Scientists preparing for their job interview
- Anyone looking to strengthen their problem-solving and analytical skills in data science
Instructor
- 4.4 Instructor Rating
- 232 Reviews
- 867 Students
- 10 Courses
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More about Rabbitt AI
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