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Prashant Tyagi

About Me

I am an aspiring Data Scientist currently pursuing a Master's in Data Science. I am seeking opportunities to apply my skills in Python, Advanced Machine Learning, AWS & Azure in a challenging Data Science role. I am eager to contribute to a team dedicated to advancing data-driven insights and innovations.

Skills

  • Programming Languages: Python, R, Java
  • Data Visualization: Power BI, Tableau
  • Cloud Platforms: Proficient in Data Analytics services on AWS, Azure & GCP
  • Problem-Solving and Leadership
  • Machine Learning: Experienced in building Machine Learning models
  • Data Engineering: Good hands-on experience with building data pipelines
  • Web Technologies: HTML, CSS
  • Natural Language Processing (NLP) and Computer Vision
  • Big Data Technologies: Hive, PySpark
  • Databases: MySQL, PostgreSQL

Work Experience

Data Science Intern at Fun City, Tanzania (Feb 2024 - May 2024)

  • Successfully identified areas for cost optimization, resulting in improved financial performance and resource utilization.
  • Instrumental in increasing sales by 30% through data-driven insights and strategic recommendations.
  • Demonstrated proficiency in Excel, Power BI, Python, and MySQL to drive operational efficiency and achieve business objectives.

Data Science Intern at 360digitmg, Hyderabad (Jun 2023 - Jul 2023)

  • Addressed unplanned machine downtime in pump manufacturing, mitigating productivity loss.
  • Implemented strategic data preprocessing techniques and developed models including XGBoost and LSTM-based Autoencoder.
  • Achieved outstanding results, resulting in significant economic success with cost savings of $1 million.

Projects

Large Language Model (LLM) Project

  • Explored prompt engineering techniques and fine-tuning methodologies, including Parameter Efficient Fine Tuning (PEFT), to optimize model performance.
  • Implemented Retrieval Augmented Generation (RAG) using OpenAI's GPT-3.5 Turbo, resulting in the development of a chatbot for online shopping with knowledge grounding capabilities.
  • Developed modular code and a Streamlit application for user interaction, showcasing proficiency in Python, transformers, and other relevant libraries.

Credit Default Risk Prediction Model

  • Conducted data processing and feature engineering on borrower information dataset.
  • Utilized exploratory data analysis techniques to identify key features for model development.
  • Developed a classification model using LightGBM and optimized hyperparameters with Hyperopt.
  • Gained comprehensive understanding of credit risk assessment principles and model optimization methodologies.

Certifications

Education

Christ (Deemed to be University), PUNE

  • M.Sc. in Data Science (Graduation Date: May 2024)

Noida International University, Noida

  • Bachelor in Computer Application (Graduation Date: June 2022)

Contact

Prashant's Projects

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