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Grinding Towards My Goals
🤓
Grinding Towards My Goals

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manavmax/README.md

Hi 👋, I'm Manav

AI/ML Enthusiast • Quant Trader Enthusiast • Open Source Contributor

🦍 About Me

  • Passionate about Machine Learning & Artificial Intelligence
  • Building alpha-generating quantitative systems for crypto markets
  • Focused on real-world performance (returns, Sharpe, drawdown)
  • Targeting high-impact open source contribution & research credibility
  • Strong in C++, Python, DSA, System Design

📽️ Ongoing Project

Bitcoin Alpha Prediction System (Quant AI Engine)

A production-oriented, research-backed system designed to generate consistent alpha in crypto markets using ML + on-chain intelligence + market structure modeling.

Performance Snapshot (Version 2)

Metric Value
Total Return (4Y) 1106.2%
Buy & Hold 147.6%
Edge ~7.5x Outperformance
Focus Sharpe ↑ • Drawdown ↓ • Consistency ↑

Core Architecture

  • On-chain features (miner revenue, tx volume, activity)
  • Market microstructure + technical signals
  • ML-based decision layer (ensemble/stacking ready)
  • Strategy evaluation via real trading metrics (NOT just accuracy)

Positioning

Designed in the direction of quant hedge fund-style alpha models, where performance is measured by returns, risk, and robustness, not just predictions.

Roadmap

  • V3: Signal refinement, feature engineering, regime detection
  • V4: Advanced ML architecture, robustness, live deployment readiness

📂 Projects

Promac (3D Portfolio + E-Commerce Platform)

  • Futuristic 3D interactive web experience
  • Hybrid portfolio + product platform
  • Focus: premium UI/UX + real-world usability

Face Detection System (Qt + OpenCV)

  • Real-time detection using DNN models
  • Manual capture, thumbnails, UI polish
  • Built with Qt (C++) + OpenCV

📄 Research & Publications

📘 IEEE Accepted Research Paper

A Regime-Aware Meta-Learning Framework for Selective Directional Trading in Cryptocurrency Markets

  • Accepted in IEEE

  • Publishing within ~2 months

  • Focus:

  • ML for financial prediction

  • On-chain signal engineering

  • Strategy optimization using real metrics

Tech Stack

Languages

C C++ Python CSS3 GraphQL HTML5 JavaScript TypeScript

AI/ML

Machine Learning Deep Learning HuggingFace LangChain Keras Matplotlib NumPy Pandas Plotly PyTorch scikit-learn TensorFlow

Database

MongoDB MySQL Postgres Supabase Redis

Tools, Frameworks & Servers

Qt OpenCV Git GitHub Angular Angular.js Django FastAPI Flask Express.js NodeJS NPM OpenCV React Streamlit TailwindCSS WordPress Yarn Cursor Visual Studio Code CMake Docker Kubernetes Qiskit Apache Apache Maven Apache Tomcat Nginx

CI

GitHub Actions

Cloud

Amazon S3

GitHub Stats




Contribution Activity

Snake animation

Highlights

  • Building real alpha trading system (1100%+ backtested return)
  • IEEE accepted research paper (AI + Finance)
  • Strong foundation in DSA, ML, and system design
  • Active in open source contributions

Current Focus

  • Scaling quant models to production-grade systems
  • Publishing AI + Finance research
  • Mastering advanced algorithms & system design
  • Contributing to high-impact OSS

Connect With Me

Philosophy

Not just building projects — building systems that consistently outperform the market competitors.

Pinned Loading

  1. oppia oppia Public

    Forked from oppia/oppia

    A free, online learning platform to make quality education accessible for all.

    Python

  2. Cura-Companion Cura-Companion Public

    CuraCompanion is a next-generation mental health companion app designed to provide users with AI-powered support, mood tracking, journaling, crisis detection, and access to emergency resources. The…

    TypeScript

  3. Promac Promac Public

    A modern full-stack application for electrical component distribution, featuring a React frontend and scalable backend architecture.

    JavaScript

  4. FaceDetector FaceDetector Public

    FaceDetector is a modern, cross-platform face detection desktop application built using Qt and OpenCV's deep learning (DNN) module. It allows users to detect faces from webcam or video files, captu…

    Makefile

  5. MediaMinds MediaMinds Public

    A data analytics solution that leverages Langflow and DataStax Astra DB to process and analyze social media engagement metrics, providing actionable insights through GPT integration.

  6. Bitcoin-Alpha-System Bitcoin-Alpha-System Public

    This framework uses a meta-learning model to classify the current regime of the cryptocurrency as well as classify the volatility of the cryptocurrency and determine if the regime warrants active t…

    Python