Portfolio item number 1
Data-driven Projects
- NeuroAI: brain-tumor-classification (Deep Learning: Computer Vision)
This is an end-to-end machine learning lifecycle project, when I started from picking the dataset up to deploying as a web application. This helped me learn various nuance of a ML project development.
This is a project, making computers to learn to predict, if an image contains traces of tumor.
Sounds interesting, want to try out yourself? Simply use any webpage and upload image.
Click here to use application deployed on Streamlit
Click here to use application deployed on Heroku
Skills: Python, Tensorflow, Keras, Numpy, Pandas, Streamlit
- New York City Taxi Trip Data Analysis (Big Data: Data Analysis)
The purpose of our project is to study and analyse traffic patterns and insights from the data obtained from a fleet of taxi operating in New York City.
With exploratory data analysis, we tried to implement some machine learning algorithm for prediction of fare amounts based on different features.
Use cases can be for Traffic Optimization and Financial Analysis.
Technologies/Tools: Spark on a distributed cluster with 4 servers, PySpark, SQL API, Pandas, Matplotlib, Seaborn
- Please check the complete report: click here
- Sensors Data Analytics (IoT: Data Analytics)
- The purpose of this project is to analyze real-world IoT sensors dataset, to identify seasonal activity patterns, and create visualization such as a dashboard.
Technologies/Tools: Python, Matplotlib, Seaborn,
Visualization: Click to see animated visualization
Please check the complete report: click here
- Indian General Election Analysis (Computational Social Science: Data Analysis)
The purpose of this project is to study different factors and reasons on how women participation has changed in Indian national elections over period 1977-2014.
Please check the complete report: click here
Research-driven Projects
- Digital Consumer Behavior
Title: Influence of micro moments on the customer journey
Please check the complete report: click here
- Research Lab
Title: Early Mover Advantage on GitHub
Please check the complete report: click here
- Big Data
Title: Edge Computing
Please check the complete report: click here
- ICT and Behavior Change
Title: Towards a healthy use of Facebook in everyday life
Please check the complete report: click here
- Master Thesis
- Title: Graph Representation Learning for Software Engineering