Ayush Kumar Singh

Ayush Kumar Singh

Data Science and Machine Learning Developer
India
Hindi, English, Telugu

About Me

I have a background in data science and machine learning, with experience from internships at Siemens Healthineers, Samsung PRISM, where I worked on a range of projects involving data analysis, model building, and tool d…

Experience

Technical Intern | ITT Team

Siemens Healthineers, Bengaluru
Jul 2026 - Jul 2026 · 1 day

Developed Power Apps to manage databases and created dynamic Power BI visualizations, offering clients real-time project updates and improved decision-making insights.
Worked on developing LLM-RAG using GraphRAG, sliding window techniques, and Hierarchical querying to manage large file bases effectively.
Worked on developing the user-friendly interface for the LLM application utilizing React.

Internship

Samsung R&D PRISM, Bengaluru
Dec 2026 - Jul 2026 · 4 months

Led a team of 4 UGs, overseeing the development of a prototype Chatbot assistant for Samsung Finance.
Designed and implemented a Rasa chatbot featuring a custom Telugu-compatible NLU pipeline using spaCy, complemented by a user-friendly UI to enhance user engagement.
Developed a custom ASR model for voice interaction utilizing NVIDIA NeMo architecture, achieving a Word Error Rate of 8.34%.

Team Lead

Drone Programming Club
Oct 2026 - Jul 2026 · 2 months

Initiated work on the DJI Tello programmable drone, utilizing the Tello SDK to execute various maneuvers.
Designed and implemented applications for custom drones with the Pixhawk controller, focusing on flight path planning, collision avoidance, and gesture control.

Internship

Samsung R&D PRISM, Bengaluru
Oct 2026 - May 2026 · 4 months

Performed thorough research on various image generation models and established evaluation metrics used to evaluate their performance.
Developed a quality assurance framework for image generation models and validated it using open-source, human-evaluated, generated image datasets to ensure accuracy.
Worked on metrics including Aesthetic Score, CLIP, QAlign, and IQA PyTorch to evaluate model performance and output quality, while also introducing a new metric, SAM-CLIP, to assess hallucination.

Technical Intern

SiemensHealthineers, Bengaluru
Jul 2023 - Jul 2024 · 1 year

• Developed PowerApps to manage databases and created dynamic Power BI visualizations, offering clients real-time project updates and improved decision-making insights.
• Worked on developing LLM-RAG. Using Graph RAG, sliding window techniques, and Hierarchical querying to manage large file bases effectively.
• Worked on developing the user-friendly interface for the LLM application utilizing React.

Internship

Samsung R&D PRISM, Bengaluru
Dec 2022 - Jul 2023 · 6 months

• Led a team of 4 UGs. overseeing the development of a prototype Chatbot assistant for Samsung Finance.
• Designed and implemented a Rasa chatbot featuring a custom Telugu-compatible NLU pipeline using spaCy, complemented by a user-friendly UI to enhance user engagement.
• Developed a Custom ASR model for voice interaction utilizing NVIDIA NeMo architecture, achieving a Word Error Rate of 8.34%.

Skills

Python Structured Query Language (SQL) Data Science Flask C and C++ Programming (C/C++) Image Processing Machine Learning HTML TensorFlow Scikit-learn NumPy PySpark LaTeX Computer Vision Neural Networks Leadership Teamwork Adaptability React Power Apps Power BI Rasa spaCy NVIDIA NeMo OpenCV XAMPP MySQL Azure Fundamentals Power Platform Fundamentals LoRA Transfer Learning Quantization Knowledge Distillation Pruning
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