Ayush Kumar Email & Phone Number

Munich, BY, DE

Stuttgart, Baden-Württemberg, Deutschland

• Analyzed multi-million entry datasets using Spark and statistical methods providing data insights that enhanced the overall dataset’s understanding.
• Worked on feature engineering, balancing and sampling strategies to treat the imbalanced datasetand improved training pipeline’s model performance by 5.6%.
• Experimented with gradient boosting decision tree algorithms such as xgboost for model training and evaluation and assisted my team in implementing the training and data pipelines on Azure ML and Databricks respectively.

Neckarsulm, Baden-Württemberg, Deutschland

• Enhanced existing IT ticket classification model performance by 16.4% using BERT-based transformers and multi-modal approach, improving system efficiency after thorough research and team collaboration.
• Developed interactive search and QA system prototype using Retrieval Augmented Generation (RAG), large language models, and Streamlit, assessing its organizational effectiveness.
• Conducted comprehensive data analysis using machine learning and statistical techniques, providing data-driven recommendations to enhance decision-making processes within the team.

Heilbronn, Baden-Württemberg, Germany

• Assisted in the Computer Architecture course by conducting tutorials, clarifying lecture content, and addressing student questions

Munich, Bavaria, Germany

• Developed and applied expertise in sentiment analysis, text mining, and predictive analysis across multiple projects, extracting valuable insights and effectively communicating findings to my supervisor.

Heilbronn, Baden-Württemberg, Germany

• Assisted in the Computer Architecture course by conducting tutorials, clarifying lecture content, and addressing student questions

Information Engineering, Computer And Information Sciences And Support Services

◦Developed an autonomous vehicle (Duckiebot) in a team-based project, implementing object detection with YOLO, lane following, and image.

High School, Mathematics And Computer Science

•Graduated with 3A*s (Computer Science, Mathematics, Urdu) and 2As (Chemistry and Physics) in GCE A Levels. . •Received 40% merit.