Tirth PatelAI Engineer
Systems & Architecture Showcase

Featured AI & Software Systems

A curated portfolio of machine learning systems, multi-agent frameworks, microservices, and web applications built with architectural rigor and documented engineering decisions.

AI/MLFRONTEND DEMO

SkillSync AI: Intelligent Talent Match & Skill Gap Analytics

Predictive career intelligence platform utilizing NLP and vector cosine similarity to diagnose individual skill deficits.

Traditional job boards present static, opaque requirements without informing candidates precisely which skills they lack or how close they are to role qualification. Job seekers waste months applying for mismatched positions without actionable gap feedback.
Architecture Flow

User Skills Input -> TF-IDF Vectorizer -> Industry Job Corpus Matrix -> Cosine Similarity Calculation -> Skill Delta Classifier -> Visual Dashboard & Export

Python 3.11Scikit-learnTF-IDF VectorizationCosine SimilarityStreamlit / Web UI+2
AI/MLFRONTEND DEMO

CareerCompass AI: Multi-Agent Guidance & Skill Verification

Autonomous multi-agent platform orchestrating AI counseling, live technical challenge verification, and tailored career roadmaps.

Self-reported candidate resumes frequently diverge from actual technical competence. Traditional guidance tools lack the ability to verify practical problem-solving ability in real-time before suggesting advanced career specializations.
Architecture Flow

User Client <-> FastAPI Router <-> Multi-Agent Dispatcher (Counselor, Verifier, Analyzer, Roadmap) <-> Gemini API & MongoDB Atlas

FastAPI (Python 3.11)Next.js / Angular 17Google Gemini APIMongoDB AtlasPydantic V2+1
AI/MLFRONTEND DEMO

PMGSY Infrastructure Classification & GenAI Explanation Agent

End-to-end Machine Learning pipeline classifying rural road projects using Random Forest and natural language explanations with IBM Granite 4 on watsonx.ai.

Government infrastructure datasets are dense, heterogeneous, and difficult for non-technical stakeholders to audit. Misallocating rural development schemes leads to funding delays and regulatory compliance failures.
Architecture Flow

Raw CSV (2,189 rows) -> Preprocessing & Feature Engineering -> 300-Tree Random Forest Classifier -> watsonx.ai Granite 4 LLM -> Flask Web Dashboard

Python 3.11Scikit-Learn (Random Forest)IBM Granite 4 SmallIBM watsonx.aiFlask+2
Systems & CloudFRONTEND DEMO

IntelliView Orchestrator: Enterprise Interview & Risk Scoring Platform

Scalable backend microservice engine orchestrating automated interview workflows, configurable risk weight scoring, and asynchronous notifications.

Recruitment systems require distinct risk criteria depending on position seniority and technical domain, yet hardcoded evaluation formulas prevent recruiters from tailoring dynamic risk weights, causing evaluation bottlenecks.
Architecture Flow

Client/Recruiter UI -> FastAPI Microservices -> Pydantic Validation -> Celery Background Workers (Redis) -> PostgreSQL (Alembic Migrations)

FastAPIPython 3.11CeleryRedisPostgreSQL+4
Full StackFRONTEND DEMO

Full-Stack Grocery Commerce & Inventory Platform

End-to-end MERN stack e-commerce web application featuring user authentication, shopping cart workflows, product catalog, and administrator inventory controls.

Local grocers and retail operations lack lightweight, zero-bloat digital storefronts that sync user cart sessions with real-time inventory counts.
Architecture Flow

React Frontend SPA -> Express RESTful API -> JWT Middleware -> MongoDB Mongoose Data Layer

ReactNode.jsExpress.jsMongoDBJWT Authentication+1