Initializing neural pathways

Research Assistant @ DFKI

Vishal Banwari

Human in the loop. Code in the wild.

MSc Computer Science @ RPTU Kaiserslautern
Specializing in Intelligent Systems & Scientific Computing

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My Neural Network

Each node represents a project or skill. Connections show technologies used together.
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Experience Timeline

Neural pathways forged through industry and research.

Apr 2024 – Present

Research Assistant

🧪 DFKI · Kaiserslautern, Germany
  • Developed Python GUI tools for human-in-the-loop ML workflows
  • Created novel loss functions with real-time feedback signals
  • Built visualizations for model confidence & embedding insights
Python PyTorch Human-AI Visualization
Jun 2021 – Feb 2023

Senior Engineer

🔧 Rugged Monitoring · Hyderabad, India
  • Full-stack product development using Angular + .NET Core
  • Designed and delivered industrial monitoring dashboards
  • Led backend architecture for smart data analytics features
Angular .NET Core Full-Stack Analytics
Feb 2017 – May 2021

Software Engineer

🖥 Qualitrol · Ahmedabad, India
  • Built WPF desktop applications using C++/C#
  • Integrated ML modules for energy sector systems
  • Enhanced UI/UX for electrical data visualization tools
C++ C# WPF ML Integration

Publication

HHAI 2025 · May 2025

Human in the Latent Loop (HILL): Interactively Guiding Model Training Through Human Intuition

We present HILL, an interactive framework allowing users to incorporate human intuition into the model training loop by reshaping latent space representations. The modifications are infused into training via a novel distillation-inspired approach, treating the user's reshaped latent space as a teacher.

🧠 Interactive latent guidance 🎓 Distillation from user-shaped space 📈 Improved generalization
📄 Read on arXiv

Tech Stack

The synapses that power my work.

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Languages

Python C++ C# JavaScript SQL HTML/CSS
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ML / AI & NLP

PyTorch TensorFlow Hugging Face LangChain scikit-learn OpenCV LoRA / PEFT RAG Sentence Transformers
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Web & Tools

Angular .NET Core Streamlit Gradio Git Docker Linux WPF
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Focus Areas

Generative AI NLP Computer Vision Deep Learning Human-AI Collaboration Continual Learning RAG Systems

Beyond Code

🎸Guitar
🏓Table Tennis
📚Reading
🏃Running
💪Gym
⛰️Hiking
♟️Chess
🎹Piano
🌱Gardening

Let's Build Something Together

Whether it's a research collaboration, engineering challenge, or just a conversation about AI — I'd love to hear from you.