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NishankKS/README.md

Hello there 👋

Nishank Satish

🧑‍💻 About Me

AI Engineering

I’m an AI Engineer and a Data Science graduate student interested in building intelligent systems that are not only accurate, but useful, measurable, and reliable in the real world.

  • 🎓 M.Sc. Data Science at TU Braunschweig, Germany
  • 🧠 B.E. Artificial Intelligence & Machine Learning from Dayananda Sagar College of Engineering, Bengaluru
  • 📄 3 peer-reviewed publications across IEEE and Springer venues
  • 🏆 3× hackathon winner
  • 📍 Based in Braunschweig, Germany
  • 🎯 Open to AI Engineer, ML Engineer and Data Scientist opportunities

🔭 What I Build

🤖 LLMs/RAGs and Agentic AI Systems

Multi-hop retrieval, tool calling,
context expansion, knowledge graphs
& LLM evaluation.

🧠 Machine Learning and Deep Learning Models

Time-series forecasting, computer vision,
NLP, remote sensing
& applied ML.

⚙️ Production AI Systems

FastAPI services, Docker, cloud AI,
LLM workflows
& end-to-end ML systems.

🛠️ Tech Stack

💻 Languages & Data

Python     C++     PostgreSQL

Python  •  C++  •  SQL

🧠 Machine Learning & Deep Learning

PyTorch     TensorFlow     Scikit-learn     OpenCV

PyTorch  •  TensorFlow  •  Scikit-learn  •  OpenCV

🤖 LLMs & Agents

LangChain     LangGraph     Tavily

LangChain  •  LangGraph  •  Tavily

RAG GraphRAG Tool Calling LLM Evaluation

⚙️ Engineering & Infrastructure

FastAPI     Docker     Azure     Git     Linux

FastAPI  •  Docker  •  Azure  •  Git  •  Linux

🗄️ Vector & Graph Stores

Neo4j     ChromaDB

Neo4j  •  ChromaDB

📌 Featured Projects

⚡ AI-Photovoltaic-PV-Assistant

Bilingual German and English solar advisory assistant combining a deterministic calculation engine with an LLM language layer.

Retrieval is grounded in regulatory and tariff documents, with answers traced back to their original sources.

View Repository

🔍 Proofline

Fraud detection and audit assistant designed around source-traceable evidence, allowing reviewers to connect conclusions directly to supporting documents.

A deterministic rule core performs detection, while the LLM is confined to explanation and summarisation.

View Repository

💊 PharmAIcist

Three-stage Alzheimer's drug discovery pipeline combining bioactivity and toxicity prediction, GRU-based reinforcement-learning molecule generation, and AlphaFold-based interaction modelling.

Achieved 86% prediction accuracy, 84% SMILES validity, and 75% interaction-modelling accuracy.

View Repository

🛰️ Remote Sensing Annotation

Human-in-the-loop verification layer over YOLOv8 using RemoteCLIP embeddings, a logistic-regression gate, and a VLM escalation path for low-confidence detections.

The project documented a significant negative result where synthetic proposals actively misled real-data evaluation.

View Repository

💼 Experience

🏭 Continental AG

Working Student · AI & Data Solutions (AIDA)
📍 Hannover, Germany  •  May 2025 → May 2026

  • Built production AI and RAG workflows for industrial analytics and raw-material price modelling.
  • Developed FastAPI orchestration services exposing REST APIs for downstream applications.
  • Integrated Azure AI Foundry with web grounding into LLM workflows.
  • Automated analytical workflows, reducing approximately 6 man-weeks of manual analyst effort.
  • Optimised inference workflows through prompt chaining and model-selection experiments.

🚀 Indian Space Research Organisation

Artificial Intelligence Intern
📍 Bengaluru, India  •  Feb 2024 → May 2024

  • Built an LSTM predictive-maintenance system for an Antenna Control Servo System.
  • Achieved MAE ≈ 0.06.
  • Co-authored and presented the resulting research at IEEE SPACE 2024.

📄 Publications

📘 Performance Prediction of Antenna Control Servo System based on LSTM Network

IEEE Space, Aerospace and Defence Conference (SPACE 2024) · ISRO & DRDO

N. Satish, S. Menon, D. Arora, M. P. Devi, S. Santhalakshmi

IEEE Xplore

📗 Innovating Drug Design for Alzheimer's Disease via Reinforcement Learning for Enhanced Molecular Generation

4th International Conference on Innovations in Computational Intelligence and Computer Vision · Springer, Scopus indexed

N. Satish, M. Bukapindi, S. Kuntnal, G. Akhil, V. P. Malagi

Springer

📙 Optimizing Traffic Management Through Density-Driven Dynamic Traffic Signaling and Emergency Vehicle Prioritization Using Audio and Video

7th International Conference on Innovative Computing and Communication · Springer, Scopus indexed

N. Satish, M. Bukapindi, S. Kuntnal, G. Akhil, V. Akash, S. K. Vasudevan, T. S. Murugesh

Springer

📬 Get in Touch

Interested in AI engineering, intelligent systems, retrieval, LLMs and applied machine learning? I’m interested in all of these and would love to talk or have a conversation.

Portfolio
Portfolio
LinkedIn
LinkedIn
Email
Email
GitHub
GitHub

Made with ❤️ by Nishank

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  1. AI-Photovoltaic-PV-Assistant AI-Photovoltaic-PV-Assistant Public

    Developed as a part of the KI-Hackathon Energie 2026 🌱🇩🇪

    TypeScript

  2. PharmAIcist PharmAIcist Public

    Three-stage ML pipeline for Alzheimer's drug discovery. Published at ICICV 2024 (Springer).

    Jupyter Notebook

  3. Proofline Proofline Public

    Deterministic financial fraud detection engine with per-claim source citation. Every finding traces to an exact file, row, excerpt, and SHA-256 hash and no unsupported claims. Ships with an invente…

    Python

  4. TraffiKAI TraffiKAI Public

    A-EYE on ROADS

    Python 1

  5. Deep-Learning-For-Vacuum-Bagging-Leak-Localization Deep-Learning-For-Vacuum-Bagging-Leak-Localization Public

    Deep learning-based leak localization in vacuum-bagged carbon fiber composites using mass-flow-controller sensor data and regression.

    Jupyter Notebook

  6. Object-Detection-and-VLM-Retrieval-for-Remote-Sensing Object-Detection-and-VLM-Retrieval-for-Remote-Sensing Public

    Jupyter Notebook