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FortunateSpy5/README.md

Hi there, I'm Soumotanu Mazumdar 👋

Data Engineering • Snowflake • Generative AI & Autonomous Agents

LinkedIn Portfolio Email GitHub

Engineering resilient data platforms, architecting autonomous GenAI systems, and building high-performance machine learning pipelines.


🚀 About Me

  • ❄️ Data Engineering & Cloud Warehousing: Focused on architecting scalable data pipelines, robust dimensional data models, and analytics workflows with Snowflake, dbt, and modern SQL.
  • 🧠 Generative AI & Agentic Systems: Building autonomous agents, RAG engines, and multi-modal pipelines leveraging Google Gemini and Vertex AI Agent Engine.
  • 👁️ Computer Vision & Deep Learning: Deploying real-time multi-target tracking (YOLOv5, DeepSORT), 3D landmark pose estimation (MediaPipe), and neural networks in PyTorch.
  • ⚙️ Algorithms & Intelligent Systems: Designing evolutionary genetic algorithms, state machine simulations with Godot Engine, and high-performance Python backends.

🛠️ Tech Stack & Toolbox

Category Technologies & Tools
Data Engineering & Cloud Snowflake dbt SQL PostgreSQL Google Cloud Firestore
Generative AI & Agents Google Gemini Vertex AI Hugging Face FastAPI
Computer Vision & ML PyTorch OpenCV MediaPipe TensorFlow Scikit-Learn
Languages & Core Python SQL GDScript Bash
Tools & DataOps Git GitHub Actions Docker Linux VS Code

🌟 Featured Highlights (Skills & Versatility)

Generative AI • Autonomous Agents • Multi-Modal Systems

An intelligent plant care concierge built with Google ADK, Vertex AI Reasoning Engine, RAG grounding, Firestore, and A2UI (Agent-to-User Interface). Features persistent memory banking, custom code execution sandbox, real-time weather integration, and Imagen 3 / Gemini Omni multi-modal generation.

Data Engineering • Snowflake Cloud • dbt Core • Data Quality

Production-grade ELT dimensional modeling pipeline built on Snowflake and dbt Core. Implements Kimball dimensional modeling (star schema, facts & dimensions, SCD Type 2 tracking), multi-layer transformation architecture (staging, intermediate, marts), custom Jinja macros, automated data quality tests, and CI/CD validation.

Computer Vision • Multi-Object Tracking • Deep Learning

High-throughput multi-target tracking pipeline integrating YOLOv5m for dense pedestrian detection and DeepSORT with OSNet ReID for persistent identity association across occlusions. Evaluated on the MOT20 benchmark, featuring Kalman filter 8D motion state estimation, cascaded cosine metric matching, and real-time CLI inference.

Computer Vision • Spatial Geometry • Deep Learning

Real-time computer vision pipeline utilizing MediaPipe 3D landmark extraction and OpenCV to track 3D hand poses and classify sign language alphabets with high spatial precision. Features both ANN and CNN model architectures.

Deep Learning • Natural Language Processing • Attention Mechanisms

Full vanilla Transformer sequence-to-sequence neural network implemented from mathematical first principles in PyTorch. Features 8-head multi-head self-attention, sinusoidal positional encodings, label smoothing, and Noam learning rate scheduling with conversational CLI inference.

Evolutionary Computing • Genetic Algorithms • Simulation

Autonomous gameplay agent leveraging genetic algorithms to evolve neural networks across generations in Pygame. Features real-time visualization alongside headless accelerated training modes.

Computer Vision • Convolutional Neural Networks • Interactive GUI

Interactive desktop drawing canvas application powered by a 99.65% accuracy CNN trained on MNIST with TensorFlow, featuring real-time image matrix pre-processing and dynamic digit classification in Pygame.

Machine Learning • Applied Statistics • Desktop GUI

Interactive analytical desktop application built with Python, Scikit-Learn, and Tkinter allowing users to import arbitrary datasets, configure train/test splits, and train/evaluate Linear Regression, Logistic Regression, Decision Trees, and Random Forests.


📊 GitHub Activity & Metrics

Soumotanu's GitHub Stats



GitHub Streak

Crafted with passion by Soumotanu Mazumdar. Feel free to connect or collaborate!

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  1. sign-language-detection sign-language-detection Public

    Real-time sign language recognition and 3D hand pose estimation using MediaPipe landmark extraction, relational geometric modeling, and deep neural networks.

    Python 3 1

  2. ml-algorithm-studio ml-algorithm-studio Public

    Interactive desktop Machine Learning studio built with Tkinter, Scikit-Learn, and Matplotlib for dataset exploration, feature selection, and algorithm benchmarking.

    Python 2 1

  3. flappy-bird-ai flappy-bird-ai Public

    Autonomous Flappy Bird gameplay agent evolving neural network brain weights via Genetic Algorithms in Pygame, featuring real-time and headless simulation modes.

    Python 1

  4. sprout-plant-care sprout-plant-care Public

    Smart plant care concierge built with Google ADK, Vertex AI Reasoning Engine, RAG, Gemini Omni, and A2UI.

    Python

  5. digit-recognizer digit-recognizer Public

    Interactive handwritten digit recognition canvas powered by a 99.65% accuracy CNN trained on MNIST with TensorFlow, featuring real-time stroke rasterization in Pygame.

    Python

  6. object-tracking-yolov5 object-tracking-yolov5 Public

    Real-time multi-target tracking pipeline integrating YOLOv5m and DeepSORT with OSNet ReID on the MOT20 benchmark.

    Python