webpage - https://ajitsingh98.github.io/interview_preparation/
Greetings ๐!
This repository is your golden ticket ๐๏ธ for acing data science interviews. Compiled here is a treasure trove ๐ of topics you're likely to encounter during your data science journey. For better navigation and understanding, I've sorted the syllabus into neat categories and have made a serving page at https://ajitsingh98.github.io/interview_preparation/
Dive into our vast collection of over 1000+ questions ๐ across different domains, complete with answers derived from thorough research and my personal insights. Found an error or have suggestions? Feel free to shoot me an email ๐ง at sajit9285@gmail.com or connect with me on LinkedIn.
Contributions are always welcome ๐ค! If you're itching to add your two cents, just hit me up with a pull request or ping me on LinkedIn.
Happy Learning! ๐
- ๐ฅ๏ธ Basics of Computer Science
- ๐ป Coding Questions (In Python)
- ๐งฎ Vector and Matrices
- ๐ Calculus and Algorithmic Differentiation
- ๐๏ธ Basics of Information Theory
- ๐ Descriptive Statistics
- ๐ฒ Probability
- ๐ Inferential Statistics
- ๐ Linear Regression
- ๐ Logistic Regression
- ๐ธ๏ธ Support Vector Machine
- ๐ Ensemble Techniques
- ๐ง General Concepts in Neural Networks
- ๐ผ๏ธ Convolutional Neural Networks
- ๐ Recurrent Neural Networks
- ๐ Transformers and Advanced Topics
- ๐๏ธ Computer Vision Topics
- ๐ฃ๏ธ Natural Language Processing Questions
- ๐ค Unsupervised Learning
- ๐ Time Series Analysis and Forecasting
- โ๏ธ ML System Design
- ๐ง Machine Learning Operations
- ๐ SQL Questions