Data Science Interview Preparation Guide!

 

Statistics & Probability

• Intro-to-Descriptive-Statistics
• How To Ace Data Science Interviews: Statistics

Machine Learning

Data Cleaning/Exploratory Analysis

• Exploratory Data Analysis

• How to Handle Missing Data

• Unboxing Outliers In Machine Learning

  • [Regularization] Regularization. Clarified.

Metrics

• Choosing the Right Metric for Evaluating ML Models — Part 1
• Choosing the Right Metric for Evaluating Machine Learning Models — Part 2

Deep Learning

• Convolutional Neural Networks (CNNs / ConvNets)

Natural Language Processing

• How to solve 90% of NLP problems: a step-by-step guide

Programming

• How To Ace Data Science Interviews: R/Python

Others

• [SQL] How To Ace Data Science Interviews: SQL
• [Learn SQL] SQL Scavenger Hunt Handbook
• [Blogs] May Edition: Getting A Job In Data Science

These tips will keep you way ahead in the race

• [Tips] Ten Job Search Hacks Everybody Needs To Know
• [Cover Letter Advice] Your Cover Letter Should Be About Me, Not You
• Refresh Your Resume by Google

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