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pranav019/README.md

Hi there 👋 I'm Pranav Rana

AI/ML Engineer · Computer Vision · Generative AI · LLMs · RAG · Agentic AI

AI/ML Engineer building intelligent systems with Computer Vision and Generative AI. Exploring Vision-Language Models, Agentic AI, LoRA/RLHF fine-tuning, and scalable AI systems.

🛠️ Tech Stack

Languages: Python · SQL · JavaScript

ML/DL: PyTorch · TensorFlow · Scikit-Learn · OpenCV · Ultralytics YOLO

Computer Vision: Object Detection · Image Segmentation · Video Analytics · Dataset Engineering · Model Training · Model Evaluation

Generative AI: LangChain · LangGraph · HuggingFace · FAISS · OpenAI API · Sentence Transformers

LLM Training: LoRA · QLoRA · PEFT · RLHF · PPO · SFT · DPO (learning)

Cloud & MLOps: AWS · Azure · Git · Ray · Streamlit · Docker (learning)

🔬 Research Interests

Vision-Language Models · Agentic AI · Efficient Fine-Tuning · Multimodal AI · Robotics AI · RAG · Edge AI · AI Safety

LinkedIn GitHub

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  1. Tone-Fixer-LoRA-RLHF-Project Tone-Fixer-LoRA-RLHF-Project Public

    Fine-tuned GPT-2 Small with LoRA (0.95% trainable params) + RLHF/PPO to rewrite rude sentences into polite ones — trained on Colab T4, deployed locally on CPU with a 10MB adapter.

    Jupyter Notebook

  2. ChatBot-LLM ChatBot-LLM Public

    Agentic RAG-based chatbot that retrieves information from web sources, processes it into embeddings, and stores it in a FAISS vector database. Uses LangGraph workflows for intelligent reasoning and…

    Python

  3. Scalable-Log-Analysis-Pipeline-Using-RAY Scalable-Log-Analysis-Pipeline-Using-RAY Public

    A scalable log analysis pipeline built with Ray to process massive volumes of logs in parallel. Demonstrates distributed data processing with Ray tasks, stateful actors, and the object store to ext…

    Python 1

  4. Model-Evaluation-Tool Model-Evaluation-Tool Public

    Distributed model evaluation framework built with Ray and Python for large-scale object detection analysis. Supports IoU-based matching, confidence sweeps, mAP, PR/ROC curves, FPPI, and automated v…

    Python 1

  5. Credit_Card_Fraud_detection Credit_Card_Fraud_detection Public

    Jupyter Notebook 1

  6. netflix-gpt netflix-gpt Public

    JavaScript 1