Skip to content
View saivineethabvns's full-sized avatar

Block or report saivineethabvns

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
saivineethabvns/README.md

πŸ‘‹ Hi, I’m Sai Vineetha

AI Engineer & Researcher with 3+ years of experience building Machine Learning and Generative AI systems across NLP, LLMs, computer vision, and multi-agent workflows.
I enjoy solving real-world problems where models need to be scalable, reliable, and trusted by users.


🧠 What I Work On

  • Large Language Models (LLMs) – fine-tuning, RAG, agents, evaluation
  • NLP Systems – summarization, semantic search, clustering, classification
  • Time-Series & Anomaly Detection – risk, fraud, observability-style problems
  • Multi-Agent Architectures – orchestration, decision-making, automation
  • MLOps & Deployment – FastAPI, Docker, CI/CD, monitoring

πŸš€ Selected Projects

πŸ”Ή Samskrutha LLM

Fine-tuned multilingual LLMs for Sanskrit translation & QA

  • Fine-tuned Gemma-2-9B and LLaMA-3.1-70B
  • Improved BLEU, ROUGE, and semantic similarity by up to 40%
  • Focused on evaluation, prompt design, and inference optimization
    πŸ”— Repo: Coming soon / link here

πŸ”Ή MindGuardian (GenAI + RAG)

AI companion for Gen Z mental well-being

  • Built RAG pipelines using LangGraph, Cohere embeddings & ChromaDB
  • Integrated agentic workflows and deployed via Streamlit
  • Achieved ~90% response relevance accuracy
    πŸ”— Repo: Coming soon / link here

πŸ”Ή AudioShield – Deepfake Voice Detection

Detecting synthetic voices using audio ML

  • Used ASVSpoof datasets, mel-spectrogram features & CNNs
  • Achieved 98% detection accuracy
  • Extended analysis to multilingual deepfake audio
    πŸ”— Repo: Coming soon / link here

πŸ—οΈ Production Experience

  • Built and deployed ML systems used in real enterprise workflows
  • Designed REST APIs using FastAPI, containerized with Docker
  • Experience with ML lifecycle management, monitoring & iteration
  • Worked across AWS, Azure, and GCP

πŸ“„ Research & Publications

  • CLEF 2025 – CheckThat! Lab (Working Notes)
    • Fine-tuning & zero-shot approaches for claim normalization
    • Ranked 3rd (Hindi) and 4th (Telugu) among global teams

πŸ› οΈ Tech Stack

Languages & ML: Python, PyTorch, TensorFlow, Scikit-learn
LLMs & GenAI: LangChain, LangGraph, PEFT/LoRA, RAG, Agents
MLOps: FastAPI, Docker, Kubernetes, MLflow, Airflow
Data & Cloud: SQL, ChromaDB, DuckDB, AWS, Azure, GCP

Pinned Loading

  1. SamskruthaLLM/recipes SamskruthaLLM/recipes Public

    Jupyter Notebook 1

  2. Adversarial-Attacks-on-Semantic-Segmentation-and-Face-Parsing Adversarial-Attacks-on-Semantic-Segmentation-and-Face-Parsing Public

    Python

  3. AudioShield AudioShield Public

  4. MindGuardian MindGuardian Public