Sakshi Rathi

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AI Engineer · LLMs, RAG & Fintech AI Systems · MS Data Science, Indiana University

View the Project on GitHub sakshiiiir/portfolio

About Me

AI Engineer with 3+ years of experience building production-grade LLM systems, data pipelines, and AI-first fintech products. I specialize in the full stack of modern AI infrastructure — from RAG pipelines and MCP orchestration to ERP data ingestion and LLM evaluation frameworks — with deployments on GCP, Azure, and AWS.

Currently building enterprise AI at DataChamps — LLM orchestration, hybrid retrieval, and financial automation.


🤖 RAG-Based Chatbot · LangChain, FAISS, Gemini, Streamlit · Oct 2025

RAG-powered chatbot querying PDF-based EV reports and CSV sales data. Includes an automated SQL-generation pipeline via LangChain’s SQL Agent with Gemini Flash — enabling non-technical users to query structured data conversationally.

🧠 BERT Fine-Tuning for Phishing URL Classification · BERT, Hugging Face, PyTorch · Dec 2024

Fine-tuned BERT for binary phishing URL classification — 90% accuracy and high AUC on a real-world threat dataset, outperforming baseline ML classifiers. End-to-end pipeline including tokenization, custom classification head, and hyperparameter tuning.

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Technical Skills

Area Tools
AI / LLM & GenAI LangChain, LangGraph, RAG, LLM-as-a-Judge, LoRA Fine-Tuning, MCP Orchestration, OpenAI API, Anthropic API, Pydantic
Machine Learning Scikit-learn, XGBoost, TensorFlow, PyTorch, LSTM, ARIMA, PointNet++
Backend & APIs FastAPI, Flask, Docker, Apache Airflow, dbt, Cloud Run, Cloud Functions
Databases PostgreSQL, MySQL, Snowflake, InfluxDB, FAISS, Pinecone
Cloud GCP (Vertex AI, Cloud Run), Azure (Data Factory, Synapse), AWS (S3, SageMaker)
Programming Python, TypeScript, SQL
BI & Visualization Tableau, Power BI, Grafana

Work Experience

Role Company Period
AI Engineer DataChamps Pvt Ltd Oct 2025 – Present
Data Scientist Hoosier Community Network May 2024 – Jun 2025
Data Scientist Magna International May 2023 – Aug 2023
Data Scientist Continental AG Aug 2021 – May 2022

→ Full Work Experience


Explore Projects by Domain

AI & LLMs

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Machine Learning

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Deep Learning

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Data Analytics & Visualization

→ Explore Data Analytics · → Data Visualization


Education

MS Data Science · Indiana University Bloomington · GPA 3.73 · 2022–2024

BTech Electronics & Telecommunication · Vishwakarma Institute of Technology · 2017–2021


Certifications

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