Ekaansh K.
Master thesis - LLM powered RAG System
Experience
Dec 2024 - May 2025
6 monthsErlangen, Germany
Master thesis - LLM powered RAG System
Friedrich-Alexander-Universität Erlangen-Nürnberg
- Developed a RAG system to automate student queries with 96% accuracy. Built using FastAPI, Langchain and deployed on the university server with Docker.
- Evaluated performance using RAGAS, comparing LLMs (Llama3.3, Llama3.1, GPT-4o-mini), vector embeddings, and various retrieval techniques within the RAG pipeline.
- Technical Skills: Python, FastAPI, Docker, AWS, LangChain, LangSmith, NLP, HTML, CSS
Nov 2023 - May 2025
1 year 7 monthsForchheim, Germany
Working Student - Data Scientist
Siemens Healthineers
- Used LLM to convert unstructured complaint data from PDFs into structured Excel format.
- Built a CNN-based image classifier to verify checkboxes in complaints data, achieving a 0.97 F1-score.
- Optimized Power BI dashboard creation processes through ETL operations for complaints data.
- Technical Skills: Python, Azure, Snowflake, LangChain, PyTorch, LLMs, NLP, Power BI, SQL, Excel
Nov 2023 - Dec 2024
1 year 2 monthsNuremberg, Germany
Research Student - Machine Learning and GenAI
Institute FAPS
- Performed multi-label classification on electromagnetic coil dataset, attaining an F1-score of 0.94.
- Investigated Stable Diffusion img2img and Dreambooth txt2img techniques for data augmentation on the electromagnetic coil dataset, achieved 2.1% improvement in F1-score using img2img technique.
- Technical Skills: Python, PyTorch, Optuna, Stable Diffusion, Deep learning, Computer Vision, HPC
Jul 2022 - Mar 2023
9 monthsErlangen, Germany
Working Student - Data Scientist
Siemens Healthineers
- Performed data preprocessing on marketing data, including cleaning, transformation, and normalization, ensuring analytical readiness and reducing manual effort by 45%.
- Used SQL and Excel to analyze invitations sent to leads for an online marketing event.
- Technical Skills: Python, SQL, Selenium, Beautiful Soup, Power BI, Excel
Jun 2019 - Dec 2020
1 year 7 monthsNoida, India
Data Scientist
Samsung Research Institute
- Led a team of four engineers in building scalable AI/ML solutions and proof of concepts (PoCs).
- Developed ML solutions for Samsung smartphones, improving logs debugging and hate speech classification.
- Developed and deployed ML models as REST APIs using Python, Flask, and Docker.
- Implemented ML models on AWS Lambda and SageMaker for real time and batch inference.
- Designed CI/CD pipelines for model deployment and integration using GitHub Actions and AWS services.
- Technical Skills: Python, AWS, MLOps, REST API, Flask, Docker, CI/CD, PyTorch, NLP
May 2018 - Jul 2018
3 monthsBengaluru, India
Data Scientist Intern
Samsung Research Institute
- Implemented a predictive cooling system for Samsung smartphones, forecasting device temperature up to 15 seconds with RMSE of 1.17°C using time series modeling techniques.
- Technical Skills: Python, Scikit-learn, SciPy, Matplotlib, Pandas, Time series modeling
Languages
English
NativeHindi
NativeGerman
ElementaryEducation
Oct 2021 - May 2025
Friedrich-Alexander-Universität Erlangen-Nürnberg
Master of Science in Data Science, Major in AI and Machine Learning · Data Science · Erlangen, Germany
Jul 2018 - May 2019
Indian Institute of Technology (IIT), Dhanbad
Master of Technology in Computer Science and Engineering · Computer Science and Engineering · Dhanbad, India
Jul 2014 - Jun 2018
Indian Institute of Technology (IIT), Dhanbad
Bachelor of Technology in Computer Science and Engineering · Computer Science and Engineering · Dhanbad, India
Need a freelancer? Find your match in seconds.
Try FRATCH GPT More actions
Similar Freelancers
Discover other experts with similar qualifications and experience
- English
- Deutsch
2025 © FRATCH.IO GmbH. All rights reserved.