# Ayushi Kulshreshta

> AI Engineer

Ayushi is an AI engineer whose work centres on retrieval-augmented generation and LangChain applications. She spent close to three years as a software developer at VDB — Virtual Diamond Boutique, following a year as a research and development associate at Nokia in Bengaluru and a business analyst internship at CarDekho. She headed the Google Developer Student Club at Galgotias University and has contributed to open source through GirlScript Winter of Contributing. She holds CCNA, Cybersecurity Essentials and DevNet Associate certifications.

- **LinkedIn:** https://www.linkedin.com/in/ayushi3009
- **Expertise:** Retrieval-Augmented Generation, LangChain, Python, Machine learning

## Articles
- [Full Stack Developer Roadmap 2026: Six Stages With Exit Tests](https://www.1stepgrow.com/articles/full-stack-developer-roadmap-2026/)
- [Programming for Data Science: How Much Code Do You Really Need?](https://www.1stepgrow.com/articles/programming-for-data-science/)
- [Python Tuples: Unpacking, Dict Keys and the Trailing-Comma Trap](https://www.1stepgrow.com/articles/python-tuples/)
- [Lists vs Tuples in Python: Differences and When to Use Each](https://www.1stepgrow.com/articles/lists-vs-tuples-python/)
- [Python Strings: F-Strings, Methods and the strip() Trap](https://www.1stepgrow.com/articles/python-strings/)
- [Regular Expressions in Python, Part 1: Syntax, Functions, Flags](https://www.1stepgrow.com/articles/regular-expressions-in-python/)
- [Advanced Python Regex: Groups, Lookarounds and Substitution (Part 2)](https://www.1stepgrow.com/articles/advanced-python-regex/)
- [Python Lambda Function: Where It Helps and When to Use def](https://www.1stepgrow.com/articles/python-lambda-functions/)
- [Python Functions: Writing User-Defined Functions Worth Reusing](https://www.1stepgrow.com/articles/python-functions/)
- [Python Basics: Names, Collections, Control Flow and Comprehensions](https://www.1stepgrow.com/articles/python-basics/)