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Hussain0327/README.md

🎓 CS & Applied Math @ NYU • Data Science · AI/ML

Website Email LinkedIn


🚀 What I'm Building

ValtricAI | Founder

B2B AI platform that delivers deal analysis and consulting insights to SMBs.

  • Built multi-agent orchestration system with RAG pipelines for document analysis
  • Designed vector search layer (pgvector + Supabase) handling structured and unstructured data
  • Optimized inference costs 40% via model routing (GPT-4o for complex queries, DeepSeek for routine tasks)

Tech: FastAPI, PostgreSQL, Supabase, pgvector, LangChain


🛠️ Projects

📊 Echo Analytics Platform

CSV to tested metrics + dashboards + plain-English insights.

Repo · Demo

  • Cleans common data issues (missingness, duplicates, schema drift)
  • Computes metric layer: cohorts, trends, segments
  • Routes questions via SetFit classifier to appropriate analysis pipeline

Tech: FastAPI, Postgres, Redis, Streamlit, dbt, Prefect


🤖 LangGraph BI Agent Orchestrator

Business question → structured report (JSON + deck + spreadsheet).

Repo

  • Converts vague prompts into structured analysis steps
  • Retrieval-grounded generation (outputs tied to source data)
  • Benchmarked cost/latency tradeoffs (results in /benchmarks)

Tech: LangGraph, FastAPI, Redis, Docker


📈 Quant Backtesting Validation

Framework to distinguish real trading signal from noise.

Repo · Demo

  • Deterministic backtests with transaction cost modeling
  • Statistical validation: bootstrap CI, permutation tests, Monte Carlo simulation
  • Clear decision rules: edge vs inconclusive vs noise

Tech: Python, pandas, NumPy, SciPy, Streamlit, pytest


🎵 Radiohead Lyrical Analysis Lab

NLP + hypothesis testing on lyrical style evolution.

Repo · Demo

  • Sentiment analysis, lexical diversity metrics, topic modeling
  • Statistical tests across albums (not just visualization)

Tech: Python, scikit-learn, React, Vite


🧰 Skills

Languages: Python, SQL
Data: pandas, NumPy, SciPy, scikit-learn, dbt
Infrastructure: FastAPI, PostgreSQL, Redis, Docker, Prefect
ML/AI: LangChain, LangGraph, RAG pipelines, vector databases


💡 I like building things that actually work, then figuring out why they work.

Pinned Loading

  1. echo-analytics-platform echo-analytics-platform Public

    Building an AI-powered analytics tool that turns messy business data into clear insights. Because small businesses deserve good data tools too.

    Python 1

  2. Langgraph-bi-agent-orchestrator Langgraph-bi-agent-orchestrator Public

    Multi-agent business intelligence orchestration system powered by GPT-5/Deepseek v3.2exp, LangGraph, and research-augmented generation.

    Python 1

  3. quant-backtesting-validation quant-backtesting-validation Public

    A research-grade backtesting engine for statistically validating trading strategies against historical market data.

    Python

  4. radiohead-lab radiohead-lab Public

    Python

  5. risk_modeling risk_modeling Public

    Jupyter Notebook

  6. chainsaw-man-timer chainsaw-man-timer Public

    Chainsaw Man Focus Timer

    CSS