Hobbies: Table Tennis, Writing
Kunal Patel
Data Scientist
Melbourne
Summary
Adaptable and analytical with strong foundation in statistical analysis and machine learning. Possesses proficiency in Python and R, coupled with solid grasp of data visualization and database management. Capable of leveraging data-driven insights to drive impactful decisions.
Overview
2
2
years of professional experience
1
1
Language
Work History
Data Analyst
Melbourne Dental School
04.2024 - Current
- Contributed to the institute's shift towards digitized examinations by automating the collection and analysis processes, enhancing the overall efficiency of the examination system
- Performed analysis on 50k+ forms providing insights on student performances
- Developed automated workflows for data collection, cleaning, and storage using the Qualtrics API, significantly reducing manual effort and errors
- Produced curated reports and presentation leveraging data visualization techniques to effectively communicate results with supervisors and stakeholders
- Maintained constant communication with supervisors and stakeholders to tailor reports and insights to their specific needs and preferences
RAG Chatbot development
Data DNA
03.2024 - 06.2024
- Utilized LangChain and Llama Index to construct an advanced chatbot with a Gradio-based UI interface
- Implemented Retrieval-Augmented Generation (RAG) to enable the chatbot to read and understand PDF and text documents
- Designed the interface to support both local models and API integrations, ensuring flexibility and scalability
- Developed a custom chatbot interface featuring image and voice input capabilities for enhanced user interaction
Edge AI for Computer Vision Internship
Data DNA
12.2023 - 02.2024
- Researched use cases of computer vision technology in traffic analysis and other fields
- Developed a Streamlit webapp leveraging Depth-AI for real-time object detection with spatial information and traffic collision analysis, achieving a 27% improvement in data processing efficiency
- Automated the process of detecting traffic and speed violations, capturing crucial information about pedestrians and vehicles.
- Deployed models on OAK-D cameras for edge processing, facilitating real-time inference
- Implemented privacy preserving features for ethical usage of the technology
Natural Language Processing Internship
Melbourne Centre for Data Science
08.2023 - 11.2023
- Created a sophisticated Graphical User Interface leveraging PyQt5 to automate and streamline topic modelling for survey document comments
- Integrated advanced text processing algorithms to catalyse automatic topic modelling and classification of comments
- Implemented features allowing users to customize topics, significantly reducing manual labour and increasing workflow efficiency
- Engaged actively in gathering and analysing user feedback to drive continuous improvements, leading to development of a more intuitive and user-friendly interface
Education
Master of Data Science -
The University of Melbourne
Melbourne06.2024
Graduate Diploma in Data Science -
The University of Melbourne
Melbourne12.2022
Skills
Python programming
R programming
Data analysis
Statistical analysis
Database programming and SQL
Sentiment analysis
Natural Language Processing
Machine Learning
Agent development
Interests
References
- Piyush, Madhamshettiwarr, AI & ML Architect, Data DNA, piyu.shettiwarr@gmail.com, Data DNA, Internship Supervisor
- Phoebe, Quinn, Research Fellow - Disaster Recovery, Melbourne School of Population and Global Health, phoebeq@unimelb.edu.au, +61383443097, Melbourne School of Population and Global Health, Internship Client
- Clare, McNally, Associate Professor, Oral Health, Melbourne Dental School, mcnally@unimelb.edu.au, Melbourne Dental School, Work supervisor
Timeline
Data Analyst
Melbourne Dental School
04.2024 - Current
RAG Chatbot development
Data DNA
03.2024 - 06.2024
Edge AI for Computer Vision Internship
Data DNA
12.2023 - 02.2024
Natural Language Processing Internship
Melbourne Centre for Data Science
08.2023 - 11.2023
Master of Data Science -
The University of Melbourne
Graduate Diploma in Data Science -
The University of Melbourne