Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Your Cheat Sheet for Machine Learning Interview – Questions and Answers.
| Date | Stars |
|---|---|
| 2026-07-31 | 302 |
| 2026-08-06 | 310 |
Today
+8 stars today
This week
— stars this week
This month
— stars this month
Momentum
32.0
growth rate 0.00%/day
<p align="center">
<img alt="Machine Learning Interview Questions" src="https://github.com/amitshekhariitbhu/machine-learning-interview-questions/blob/main/assets/banner.png">
</p>
# Machine Learning Interview Questions and Answers
> Machine Learning Interview Questions and Answers - Your Cheat Sheet For Machine Learning Interview
>
> These interview questions and answers are helpful for roles such as:
> - AI Engineer
> - Gen AI Engineer
> - MLOps Engineer
> - Machine Learning Engineer
> - Data Scientist
> - Deep Learning Engineer
## Table of Contents
* [AI Engineering](#ai-engineering)
* [Fundamentals of Machine Learning](#fundamentals-of-machine-learning)
* [Algorithms](#algorithms)
* [Data Preprocessing and Feature Engineering](#data-preprocessing-and-feature-engineering)
* [Optimization](#optimization)
* [Deep Learning](#deep-learning)
* [NLP](#nlp)
* [Computer Vision](#computer-vision)
* [Large Language Model](#large-language-model)
* [Model Evaluation](#model-evaluation)
* [System Design and MLOps](#system-design-and-mlops)
* [Probability and Statistics](#probability-and-statistics)
* [Coding](#coding)
* [Maths](#maths)
* [Behavioral and Scenario-Based Questions](#behavioral-and-scenario-based-questions)
### Prepared and maintained by the **Founder** of [Outcome School](https://outcomeschool.com): Amit Shekhar
### Follow Amit Shekhar
- [X/Twitter](https://twitter.com/amitiitbhu)
- [LinkedIn](https://www.linkedin.com/in/amit-shekhar-iitbhu)
- [GitHub](https://github.com/amitshekhariitbhu)
### Follow Outcome School
- [YouTube](https://youtube.com/@OutcomeSchool)
- [X/Twitter](https://x.com/outcome_school)
- [LinkedIn](https://www.linkedin.com/company/outcomeschool)
- [GitHub](http://github.com/OutcomeSchool)
## I teach at Outcome School
- [AI and Machine Learning](https://outcomeschool.com/program/ai-and-machine-learning)
Join Outcome School and get a high-paying tech job: [Outcome School](https://outcomeschool.com)
---
> **Note: We will keep updating this with new questions and answers.**
---
### AI Engineering
- LLM
- RAG
- MCP
- Agent
- Fine-tuning
- Quantization
Learn about the LLM, RAG, MCP, Agent, Fine-tuning & Quantization: [AI Engineering Explained: LLM, RAG, MCP, Agent, Fine-Tuning, Quantization](https://www.youtube.com/watch?v=lnfWvX66FUk)
For all AI Engineering Interview – Questions and Answers: Refer to [AI Engineering Interview Questions and Answers](https://github.com/amitshekhariitbhu/ai-engineering-interview-questions)
### Fundamentals of Machine Learning
- Explain Epoch, Batch, Batch Size, and Iteration.
- Answer: [Epoch, Batch, Batch Size, Iteration](https://www.youtube.com/watch?v=NFLlXE-6vno)
- What are embeddings in Machine Learning?
- Answer: [Embeddings in Machine Learning](https://www.youtube.com/watch?v=LedXW6xl21s)
- What is Softmax Activation Function?
- Answer: [Softmax Activation Function in Machine Learning](https://www.youtube.com/watch?v=2Zx6x01WwWM)
- What is Machine Learning?
- Answer: [What is Machine Learning?](https://outcomeschool.com/blog/machine-learning)
- Differentiate between Supervised and Unsupervised Learning.
- Answer: [Supervised vs Unsupervised Learning](https://outcomeschool.com/blog/supervised-vs-unsupervised-learning)
- What is Reinforcement Learning?
- Answer: [What is Reinforcement Learning?](https://outcomeschool.com/blog/reinforcement-learning)
- What is Bias?
- Answer: [What is Bias?](https://outcomeschool.com/blog/bias-in-artificial-neural-network)
- What is the difference between Classification and Regression?
- Answer: [Classification Vs Regression](https://www.linkedin.com/posts/outcomeschool_machinelearning-ai-activity-7372849348117835776-BWGL)
- Explain Overfitting and Underfitting. How can you prevent them?
- Answer: [Overfitting and Underfitting](https://www.linkedin.com/posts/outcomeschool_machinelearning-datascience-deeplearning-activity-7372237032145936384-gItd)
- What Are L1 and L2 Loss FunctioExcerpt of 34,758 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:89b117e97ea9761a, topic:interview-questions, name:interview questions
matched fp:89b117e97ea9761a, topic:deep-learning
matched fp:89b117e97ea9761a, topic:llm