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srivanik8/README.md

Hola, I'm Srivani πŸ‘‹

Data Analyst & AI/ML | MSc Data and Computational Science @ University College Dublin

I build LLM-integrated applications and ML systems that go from prototype to production β€” RAG pipelines, NLP models, and reinforcement learning agents. Currently completing my MSc at UCD, Dublin, after a CS degree (AI & ML specialization) in India.

  • πŸŽ“ MSc Data and Computational Science, University College Dublin (2025 – Present)
  • 🧠 Background in PyTorch, RAG pipeline design, LangChain, Hugging Face Transformers (BERT, RoBERTa), and reinforcement learning (PPO, DQN, A2C)
  • πŸš€ Shipped two deployed GenAI applications: a clinical diagnostic platform (Gemini API, 87% accuracy) and a multimodal adaptive learning platform (Gemini + Whisper)
  • πŸ“„ Published research on algorithmic trading using reinforcement learning (PPO, DQN, A2C) with NLP-based sentiment signals
  • πŸ† 1st Place Overall, NodeBrew 2024 Hackathon (+ Best Accessibility & Inclusivity Award); 3rd Place, MLH TechTogether 2023; Best Use of MongoDB Atlas, MLH Waffle Hacks 2023
  • πŸ”­ Currently exploring MLOps, vector databases, and LLM fine-tuning
  • πŸ’¬ Open to AI/ML, GenAI/LLM, and Data Science roles in Ireland
  • πŸ“« Reach me at [email protected] | LinkedIn

πŸ› οΈ Tech Stack

ML / AI Python PyTorch TensorFlow scikit-learn Keras

LLMs & GenAI LangChain Hugging Face Gemini OpenAI

Data & Backend Pandas NumPy SQL FastAPI Docker Azure

Visualisation & Frontend Streamlit Tableau PowerBI React


πŸ“Œ Featured Projects

EMR Analysis & Disease Prediction β€” End-to-end clinical diagnostic system combining Scikit-learn for structured symptom data with Gemini API for RAG-style reasoning over unstructured EMR/lab reports. 87% classification accuracy. Deployed live on Streamlit.

FunLearn β€” AI-Powered Adaptive Learning Platform β€” Multimodal GenAI app using Gemini for adaptive quiz generation and Whisper TTS to convert content into on-demand podcasts. Built solo, concept to deployment.

Algorithmic Trading using Reinforcement Learning (Published) β€” RL agents (PPO, DQN, A2C) trained with PyTorch and Gymnasium, achieving 92% strategy accuracy in simulated markets, combined with a Hugging Face Transformers + NLTK sentiment pipeline over financial news. Findings published in a peer-reviewed journal.


πŸ“Š GitHub Stats

Srivani's GitHub stats Top Languages


πŸ“ Based in Dublin, Ireland Β· πŸ”— LinkedIn

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  1. CampusNourish CampusNourish Public

    Forked from im45145v/CampusNourish

    CampusNourish is a platform where Dorm's can manage Food

    Python

  2. lhw lhw Public

    Local Hack Week

    JavaScript 1

  3. elmo elmo Public

    HTML 1 3

  4. FunLearn FunLearn Public

    JavaScript

  5. QuickQuery QuickQuery Public

    JavaScript

  6. UterusCare UterusCare Public

    HTML