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C0deRatoR/README.md

Yash Patil

2nd-year B.Tech AI & ML student at Atlas SkillTech, Mumbai. I build things that ship, like RecSys on 33M records, audio intelligence platforms, RAG pipelines, computer vision apps.

Currently: shipping production tools — hiring pipeline, order tracking, admin dashboards — for a manufacturing company.


Open Source Contributions

  • rtk-ai/rtk #2986 — Replaced live HTTP calls in the benchmark suite with local fixtures for deterministic, flake-free runs.
  • LobsterTrap/lola #220 — Added support for lola.yml as an alternate module-config filename, preserving lola.yaml precedence.
  • dariushoule/x64dbg-automate-pyclient #21 — Fixed a connection leak: the client now closes its ZMQ connection when a plugin-version handshake fails.
  • livekit/agents #6398 — Fixed Gemma reasoning-marker tokens leaking into TTS/transcripts/chat history; added a stateful streaming filter that handles markers split across chunks.

Projects

StreamLens — Hybrid Movie Recommendation Engine

Context-aware recommendation system on MovieLens (33M ratings · 86k movies · 330k users). Three-stage pipeline: TF-IDF content-based filtering, SVD collaborative filtering, configurable hybrid (70/30). Evaluated with RMSE, MAE, Precision@K, Recall@K, NDCG@K on 80/20 split. FastAPI backend with 8 REST endpoints, TMDB poster caching, 0.08–0.25s response time.

Python FastAPI scikit-learn SVD TF--IDF Pandas NumPy Streamlit


Call Analyzer — AI Audio Intelligence Platform

Upload a call recording, get back a full transcript, speaker breakdown, sentiment timeline, and AI coaching output. Whisper transcription at 95%+ accuracy, KeyBERT keyword extraction, VADER + HuggingFace emotion timeline, Gemini coaching. Chart.js dashboard with real-time sentiment charts, one-click PDF export via FPDF2. pytest + mypy + flake8 CI enforced. Under 2s API response on 100MB audio.

Python Flask Whisper KeyBERT VADER HuggingFace Gemini API Chart.js FPDF2


DocuChat — RAG Document Q&A

Multi-document RAG pipeline: HuggingFace sentence-transformers + FAISS + LangChain + Gemini. Supports PDF, TXT, and DOCX. Source-chunk citations, conversation memory, Dockerised deployment.

Python LangChain HuggingFace FAISS Gemini API Streamlit Docker


VisionTrack — Real-Time Object Detection

YOLOv8n inference on uploaded images and live webcam feed via Streamlit. Confidence threshold slider, class filter, batch processing, exportable annotated results. Multi-stage Docker build with 60% image size reduction.

Python YOLOv8 OpenCV Streamlit Docker Pillow


Discord TTS Bot — Neural Voice Cloning

Dual TTS engine (Coqui + ElevenLabs) with CUDA-accelerated neural voice cloning. Cold start 2–3s · warmed up ~0.5s · cached phrases under 0.1s. Smart async queue, usage analytics, CLI benchmark measuring P50/P95/P99 latency.

Python PyTorch discord.py Coqui TTS ElevenLabs API CUDA FFmpeg


Stack

stack = {
    "languages"  : ["Python", "SQL", "Java", "Bash"],
    "ml_dl"      : ["scikit-learn", "PyTorch", "XGBoost", "LightGBM", "YOLOv8", "HuggingFace"],
    "genai"      : ["LangChain", "FAISS", "Whisper", "Gemini API", "Ollama"],
    "backend"    : ["FastAPI", "Flask"],
    "devops"     : ["Docker", "Docker Compose", "Linux (Arch)", "Nginx", "Grafana", "Git"],
    "data"       : ["Pandas", "NumPy", "Matplotlib", "Seaborn", "Plotly"],
    "cloud"      : ["Azure", "GCP", "Streamlit Cloud"],
}

Home Lab

Self-hosted Linux server on Proxmox VE. All services containerised with Docker Compose behind an Nginx reverse proxy.

Service Purpose
Jellyfin Media server
Nextcloud Personal cloud storage
Ollama Local LLM inference (GPU passthrough)
Grafana + Prometheus Resource monitoring

SSH hardened · 99% uptime across 4+ concurrent services.


Certifications

  • AMD x Google Slingshot Hackathon — #10 / 300
  • Mastercard Cybersecurity Simulation · Forage
  • 5+ AI/ML Hackathons · Devpost

Connect

LinkedIn · Email · GitHub

GitHub Stats Top Languages GitHub Streak

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