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HeavenEvolved/README.md

Ujjwal Akshith Mondreti

Machine Learning Engineer | Business Analytics | Data Science


About Me

I am a Machine Learning Engineer and analytics professional currently pursuing a dual Master's—an MBA in Business Analytics and an MS in Decision Analytics (Data Science) at Virginia Commonwealth University.

My work bridges machine learning with business decision-making. I specialize in developing intelligent systems that integrate NLP, computer vision, and deep learning to support high-impact, data-driven solutions. I focus particularly on RAG-based knowledge assistants, workflow automation, and the deployment of scalable AI applications.


Current Focus

  • Natural Language Processing and Large Language Models
  • Retrieval-Augmented Generation (RAG), LangChain, vector search
  • Real-time computer vision systems using CNNs
  • AI applications in business and decision science
  • Open-source research and performance benchmarking

Selected Projects

Multimodal Knowledge Assistant Developed an assistant for querying documents (PDF, DOCX, PPTX, XLSX) using LangChain and LlamaIndex.

Transformer-Based CV Screening Tool Built a pipeline using T5, BART, and Mistral for automated CV filtering with human-in-the-loop evaluation.

Infrared Intoxication Detection Created a CNN model for analyzing real-time infrared sensor streams, achieving 87% accuracy at 15 FPS.

Profanity Detection in Video Conferencing Implemented a hybrid LSTM + BERT model achieving 92% precision for real-time speech moderation.

Lip-Sync Generator with Voice Cloning Integrated speech-to-text and text-to-speech components to build a video generator with lip-synced avatars.


Technical Stack

Programming

Python, R, SQL, JavaScript

Machine Learning & AI

PyTorch, TensorFlow, Hugging Face Transformers, LangChain, LlamaIndex

Data & Visualization

Pandas, NumPy, scikit-learn, XGBoost, Matplotlib

Tools & Deployment

Docker, Flask, Django, MongoDB, Git, VS Code


Certifications

  • Certified Cyber Engineer – IIT Madras
  • Python for Data Science, AI & Development – IBM

Contact


Philosophy

I approach problem-solving through the lens of clarity, scalability, and real-world relevance. My philosophy is to build fast, validate early, and deploy responsibly—balancing innovation with practicality.

Pinned Loading

  1. Advent_Of_Code_2022 Advent_Of_Code_2022 Public

    Participating in the Advent of Code 2022

    Jupyter Notebook

  2. FIRE_Project FIRE_Project Public

    Python

  3. InvoiceManagementSystem InvoiceManagementSystem Public

  4. Personal_Python_Projects Personal_Python_Projects Public

    Stuff for personal use. Feel free to use for yourself!

    Jupyter Notebook