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Building production AI systems."
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Building production AI systems."

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SandyCompetent/README.md

Hi, I'm Sandeep Malviya πŸ‘‹

Agentic AI & Machine Learning Engineer | Full-Stack AI System Builder
πŸŽ“ MSc Data Science (Distinction), University of Exeter β€’ πŸ“ Exeter / London, United Kingdom

LinkedIn Portfolio Email


πŸ’‘ About Me

I bridge the gap between rigorous machine learning research and battle-tested production engineering. With an MSc in Data Science (Distinction) and extensive experience architecting scalable cross-platform applications, I specialize in:

  • πŸ€– Agentic AI & LLM Orchestration: Designing stateful multi-agent workflows, dynamic tool routing, and grounded RAG pipelines with Google Gemini and LangChain.
  • πŸ“ˆ Predictive Machine Learning: Multimodal forecasting, transformer fine-tuning (FinBERT, HuggingFace), and NLP pipelines.
  • πŸš€ Full-Lifecycle Production Delivery: Developing resilient backend APIs (FastAPI), modern responsive clients (Flutter, Astro, React), and containerized deployments (Docker, GCP, AWS).

πŸ› οΈ Technical Arsenal

Category Technologies & Frameworks
Agentic AI & LLMs Google Gemini API, LangChain, RAG Pipelines, Multi-Agent Tool Routing, Prompt Engineering
ML & Data Science PyTorch, TensorFlow, Scikit-learn, FinBERT, Hugging Face, Pandas, NumPy, Jupyter
Backend & Cloud FastAPI, Python, Docker, Google Cloud Platform (GCP), AWS, GitHub Actions CI/CD
Mobile & Frontend Flutter (Dart), Astro, React, Tailwind CSS
Databases & Storage PostgreSQL, Redis, Firebase Firestore, MySQL

πŸš€ Featured Flagship Projects

Project Highlights & Capabilities Stack Links
ChatBud Stateful multi-agent workspace featuring 16 curated personas, on-device Grounded RAG with live APIs, and 159 passing tests. Flutter, Firebase AI, Gemini 2.5, Dart Repo β€’ Live Demo
Stock Market AI Multimodal forecasting platform combining technical indicators with FinBERT news sentiment, comparing LSTM, GRU, ARIMA, and SVR on Streamlit. Python, PyTorch, FinBERT, Streamlit Repo β€’ Architecture
Exeter Academic Agent Agentic AI assistant with streaming LLM responses, multi-tool dynamic routing, and cross-platform Flutter client. Dart, Gemini 2.5 API, Flutter Repo β€’ Live Demo
Kaggle Analysis Showcase End-to-end data science projects with exploratory data analysis, predictive modeling, and interactive Streamlit web applications. Python, Scikit-learn, Streamlit, Pandas Repo
Interactive Portfolio Personal developer portfolio featuring a live embedded Gemini AI assistant and responsive modern architecture. Astro / React, Tailwind CSS, Gemini API Repo β€’ Website
E-Voting System Web-security hardening and role-based access control (RBAC) case study with SQL injection protections and audit trails. PHP, MySQL, Bootstrap 5 Repo β€’ Architecture

πŸ“Š GitHub Activity & Metrics

GitHub Stats Top Languages

πŸ”­ Currently Focused On

  • πŸ”¬ Designing hybrid RAG systems combining dense semantic retrieval and sparse BM25 reranking.
  • ☁️ Preparing for the Google Cloud Professional Machine Learning Engineer certification.
  • πŸ’Ό Open to Machine Learning Engineer, AI Engineer, and Senior Software Engineer roles in the UK.

Pinned Loading

  1. stock-market-analysis stock-market-analysis Public

    Multimodal financial forecasting platform combining technical indicators with FinBERT news sentiment, comparing LSTM, GRU, ARIMA, and SVR on Streamlit.

    Python 1

  2. exeter-academic-agent exeter-academic-agent Public archive

    [ARCHIVED] Learning and demo Agentic Study Assistant (Merged into SandyCompetent/chatbud)

    Dart

  3. kaggle-analysis-showcase kaggle-analysis-showcase Public

    A showcase of my end-to-end data science projects. I turn interesting Kaggle datasets into interactive Streamlit apps, covering the full workflow from exploration and modeling to deployment. Explor…

    Jupyter Notebook 1