Skip to content
View Sagarika-Singh-99's full-sized avatar

Highlights

  • Pro

Block or report Sagarika-Singh-99

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
Sagarika-Singh-99/README.md

πŸ‘‹ Hi, I'm @Sagarika-Singh-99

πŸŽ“ AI Researcher & Engineer | M.S. in Artificial Intelligence, Rochester Institute of Technology (RIT)
πŸ” Passionate about solving real-world problems in Agentic AI, NLP, RAG Systems, Object Detection, and Multimodal AI
πŸ’Ό Former Software Engineer at Tata Consultancy Services | Led automation and access management solutions for 2,000+ ids


🧠 Projects & Research

  • ✈️ Agentic AI Travel Planner (Latest β€” Live App) Full-stack agentic AI app using a LangGraph ReAct agent (GPT-4o-mini) that autonomously calls live tools β€” real-time weather, budget estimation, and Tavily web search β€” to generate grounded travel itineraries. Built on a 3-tier streaming pipeline (React β†’ Node.js β†’ FastAPI) with end-to-end SSE token streaming. Cuts travel research time by ~80%, delivering a complete itinerary in under 30 seconds.

  • πŸ”¬ Capstone: Hybrid Memory-RAG Medical Chatbot
    Built a chatbot using Phi-2 LLM with ChromaDB + RAG (BM25, MedCPT, RRF) on a corpus of 216K+ medical samples. Outperformed baselines on MedQuAD (BERTScore F1 = 0.8644).

  • ☁️ Financial Q&A RAG Assistant on AWS
    Cloud-native RAG pipeline to analyze SEC 10-K filings β€” automating ingestion (S3 + Lambda), ETL orchestration (Airflow), and FAISS-based semantic retrieval over SageMaker-hosted LLMs. Accelerated financial insights by 90%.

  • πŸ“š Indonesian Manhwa Translation Pipeline
    Automated translation from Indonesian to English using YOLOv5xu + Tesseract + MarianMT. Achieved F1 = 90.7% (bubble detection), BLEU = 0.27, reducing manual effort by 98%.

  • 🌫️ Low Visibility Object Detection
    Integrated YOLOv5 with AOD-NetX dehazing. Boosted accuracy in foggy environments by 6.74%.

  • πŸ” LLM Security Research
    Co-authored a peer-reviewed paper analyzing prompt injection, jailbreaking, and PII exposure in LLMs. Cited 76+ times.


🧰 Tech Stack

Languages: Python, SQL, R, Java, C/C++
AI/ML: PyTorch, TensorFlow, Hugging Face, Scikit-learn, OpenCV, XGBoost, spaCy, NLTK
LLMs & GenAI: LangChain, LangGraph, OpenAI APIs, RAG, FAISS, ChromaDB, Pinecone, LoRA, RLHF
MLOps & Cloud: AWS (SageMaker, Lambda, S3, EC2), Docker, Kubernetes, MLflow, Airflow, W&B, GitHub Actions
Frontend & Backend: React, Node.js, FastAPI, REST API, Gradio
Tools: PostgreSQL, MySQL, Snowflake, Power BI, Tableau, Git, Terraform
Concepts: Agentic AI, Computer Vision, Deep Learning, Generative AI, Prompt Engineering, MLOps


🌐 Let's Connect


πŸ“Œ Actively looking for roles in Machine Learning, Applied AI, NLP, or Computer Vision (Summer 2025 full-time)
πŸ’¬ Feel free to connect or collaborate on open-source, research, or applied ML projects!

Pinned Loading

  1. Classification---DistilBERT Classification---DistilBERT Public

    Python

  2. fine-tune_LLM_using_RL_JAX_CUDA- fine-tune_LLM_using_RL_JAX_CUDA- Public

    Python

  3. Object_Detection-ASL_hand_gestures Object_Detection-ASL_hand_gestures Public

    Python

  4. Stock_prediction-TF-and-Keras- Stock_prediction-TF-and-Keras- Public

    Python

  5. Medical_chatbot_CAG-RAG Medical_chatbot_CAG-RAG Public

    Python 2

  6. indonesian_manhwa_translation indonesian_manhwa_translation Public

    Jupyter Notebook 1