# Seed42.dev

> Master DS/ML/Gen-AI Interviews with AI-Powered Feedback

## About

Seed42.dev is an interview preparation platform for data science, machine learning, and generative AI practitioners. Users can practice real interview questions, submit answers, and receive instant AI-powered feedback to improve their skills.

## How It Works

1. **Choose a Question** - Browse curated DS/ML/Gen-AI interview questions organized by topic and difficulty level
2. **Write Your Answer** - Craft a thoughtful answer with optional hints for guidance
3. **Get AI Feedback** - Receive detailed feedback on what you covered well and where to improve

## Question Categories

- **Foundations** - Probability, statistics, linear algebra, and mathematical foundations
- **Classical ML** - Traditional machine learning algorithms, ensemble methods, feature engineering
- **Deep Learning** - Neural networks, CNNs, RNNs, transformers, and optimization
- **NLP** - Natural language processing concepts and techniques
- **LLMs & Gen-AI** - Large language models, prompt engineering, RAG, fine-tuning
- **Data Reality** - Data quality, cleaning, preprocessing, and real-world data challenges
- **ML Systems** - MLOps, model deployment, monitoring, and production systems
- **Decision Making** - Business metrics, A/B testing, and data-driven decisions
- **Product & Business** - Product sense, business cases, and stakeholder communication
- **Debugging & Failures** - Troubleshooting models, debugging pipelines, handling failures

## URL Structure

- Homepage: https://seed42.dev/
- All Questions: https://seed42.dev/questions
- Category: https://seed42.dev/questions/{category}
- Question: https://seed42.dev/questions/{category}/{subCategory}/{questionId}

## Creator

Built by Ran Geler. Connect on LinkedIn: https://www.linkedin.com/in/ran-geler/

## Technical Details

- Built with Next.js
- AI feedback powered by large language models
- Free to use for interview preparation