M

Mohit Songra

initializing portfolio system

Selected Works

A project index across applied ML, full-stack products, hackathon systems, and deployment-minded engineering.

AI / ML

MediCheck

Bayesian ML-powered symptom checker with real-time health analysis and production-grade Docker deployment.

Impact

Translates uncertain symptoms into explainable probabilistic triage signals.

FastAPI endpoints, Streamlit interface, multi-stage Docker build, non-root container hardening, and GitHub Actions CI/CD.

PythonFastAPIStreamlitScikit-learnDockerGitHub Actions
Code2025
AI / ML

PixelSearch

AI-powered semantic photo retrieval using vision-language models for natural language image search.

Impact

Turns messy image libraries into searchable semantic memory.

CLIP embeddings, FAISS indexing, BLIP-2 captioning, and FaceNet-based facial recognition experiments.

PythonCLIPFAISSBLIP-2FaceNetPyTorch
2025
HackathonWINNER

AI Performance Marketing SaaS

Hackbuild 2.0 winning platform for AI-driven ad campaign optimization, insights, and ROI prediction.

Impact

Converted campaign data into guided decisions for marketers during a hackathon sprint.

Groq-powered insights, campaign analyzer, audience targeting engine, and real-time analytics dashboard.

JavaScriptReactNode.jsGroq APILlama 3
Code2024
Full-stack

EcoQuest

Gamified e-waste management platform with rewards, drop-off tracking, and environmental impact views.

Impact

Makes responsible e-waste behavior visible, trackable, and rewarding.

Next.js interface, Firebase-backed activity, rewards loop, impact dashboard, and leaderboard mechanics.

Next.jsTypeScriptFirebaseTailwindCSSVercel
Code2024
Data

Campus FAQ Chatbot

NLP-powered campus FAQ assistant using TF-IDF similarity matching and an intent-friendly JSON knowledge base.

Impact

Reached 85%+ query accuracy on curated campus FAQ prompts.

Flask API, NLTK preprocessing, TF-IDF vectorization, similarity ranking, and campus knowledge responses.

PythonFlaskNLTKTF-IDF
Code2024
Full-stack

Agro

Agricultural technology platform for crop management, weather monitoring, and farm analytics.

Impact

Explores how small agricultural workflows can become data-assisted and easier to monitor.

Crop tracking dashboard, weather API integration, farm analytics, and yield prediction workflow.

JavaScriptNode.jsMongoDB
Code2024