Mohith Kankanala

Mohith Kankanala

Projects

projects I've worked on and currently building, from research to experiments

Desktop Organization RL Agent

In Progress

Currently building a multimodal reinforcement learning agent that learns to organize desktop folders using visual understanding and natural language instructions. Combines computer vision to interpret desktop screenshots with text-based commands to perform file organization actions.

PythonPyTorchReinforcement LearningComputer VisionOpenAI Gym
Multimodal Learning

Disaster Tweet Classification

Fine-tuned BERT model using K-Means clustering and sentence transformers to classify disaster-related tweets, achieving 90.49% accuracy through refined label generation on the Kaggle disaster tweets dataset.

PythonPyTorchBERTSentence TransformersK-Means
NLPDeep LearningLLMClusteringText Classification

Master's Research: 911 AI PREDICT

Real-time emergency medical services (EMS) AI system using Knowledge Graphs to diagnose caller medical conditions faster than call duration. Integrates Whisper transcription, NER with spaCy/medspaCy, and Neo4j knowledge graphs to extract symptoms and predict health conditions, achieving 62.49% average processing time relative to call duration.

PythonWhisper AINeo4jspaCyMistral-7bNeMoKnowledge Graphs
NLPLLMHealthcare AIReal-time Systems