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609 changes: 609 additions & 0 deletions techy/01-data-science.md

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# EY L1 Data Science Interview — Complete Study Guide

## File Index

| # | Section | File |
|---|---------|------|
| 1 | Data Science (General) | [01-data-science.md](./01-data-science.md) |
| 2 | Machine Learning | [02-machine-learning.md](./02-machine-learning.md) |
| 3 | Deep Learning | [03-deep-learning.md](./03-deep-learning.md) |
| 4 | Natural Language Processing | [04-nlp.md](./04-nlp.md) |
| 5 | LLMs, RAG, Graph, Prompt Engineering, Agents, Fine-tuning, Evaluation | [05-llm-rag-graph.md](./05-llm-rag-graph.md) |

## Format Per Concept

```
## Concept Name
**Definition:** 1-2 sentence crisp definition

### Theory & Explanation
3-5 paragraphs covering how it works, why it matters, mathematical intuition, key properties

### Example
Concrete example with numbers, code snippet, or scenario

### Interview Questions
2-3 likely questions with answers

### Related Concepts
Cross-references to other concepts in the guide
```
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