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🔍 Builder | 🧠 ML & GenAI Enthusiast | 🌍 Learning to leave a dent
Hey, I’m Swapnendu Banik, but I go by ReckerDev in the digital world 🧑💻
I’m 23, currently in my final year of B.Tech at VIT Bhopal, and I’ve been building & breaking things in code since 2022.
What started as an interest in building tic-tac-toe game
has now become a journey into Machine Learning, Generative AI, Agentic Systems, and even some Game Development 🎮.
Along the way, I’ve explored:
- 🤖 Deep Learning, NLP, LLMOps
- 🧱 Building backend systems using FastAPI, Firebase, Docker
- 🧠 Modular, scalable project structures for real-world AI apps
- 🧩 Hobbies: tweaking Linux setups, watching anime, and occasionally yelling at my broken code 😤
- 🩺 Mini-CDSS – Medical Clinical Decision Support Agentic System using LLMs and real-time search, deployed using FastAPI and Streamlit, explore the backendcode.
- 🌿 AgroSphere – One step stop for any agriculture based queries (GenAI + Classicial ML/DL).
- 🚨 IoT-Based Network Attack Predictor – A classical DL model working on network data, achieving 97.6% precision and 87.5% F1-score for non-attack class; deployed with FastAPI and Streamlit.
- 🔬 Project Sanket – ML-based Sign Language to Text translation prototype.
- 🔍 Exploring-NLP – Classical & Modern NLP workflows: TF-IDF, Word2Vec, Transformers (DistilBERT, RoBERTa, GPT-2, T5); Text Classification, Summarization, Chatbot demos.
- 🏗️ PreProd Internship Work – Code contributions during internship including exploratory tasks, proof-of-concept pipelines, and preprocessing workflows.
- 🕹️ Mario-ish – A 2D side-scrolling platformer built in Unity, inspired by classic Mario mechanics. Includes multiple levels, basic AI enemies, collectibles, and smooth controls.
- ⚙️ Sharpening my DSA skills while preparing for upcoming placements.
- 🧠 Exploring Agentic AI frameworks, especially LangGraph for modular reasoning systems.
- 🔧 Rebuilding core DL/ML algorithms from scratch to deepen intuition beyond libraries.
- 🌐 Designing a scalable IoT-based Facial Recognition Attendance System (edge + cloud).
- 🛠️ Leveling up in MLops & LLMops, with focus on production-ready modular project structures.
- 🎮 On the horizon: game engines, robotics, and reinforcement learning – areas I can't wait to dive into.
