Projects & Skills
Machine Learning and Data Science
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Projects
Alternative World Test Championship Points Table
I write articles & maintain a cricket blog/website at https://brokencricketdreams.com/. One of the aspects of the blog is to think about current problems in the sport and propose how data can make the sport better. Here is one such project.
Although the World Test Championship (WTC) is a good idea, it was not the greatest of systems at its inception. Over a course of a few articles, I exposed some of the shortcomings of the system, which lead me into thinking about an alternate system. A few months later, I put these ideas into action, created an algorithm that would make the WTC points table more balanced. and implemented it in R.
*My process of collecting and manipulating data, corresponding visualizations, and findings are documented here: Alternative World Test Championship Points Table
Current Projects I am Working On/Thinking About
- Creating an NLP webapp that produces predictive commentary based on the scenario and sport commentator chosen
- Implementing a dashboard for organizing personal finances
List of Upcoming Projects
- Predicting Genre of Music Provided Training Sets
- Classify Music as 'Bach' or 'Non-Bach' provided music clips from the Baroque sets
- Predict a cricket team's likelihood of winning a World Cup or a league based on squad composition
- Implement a live scorecard on my website by reading official APIs (that refresh continuously) and formatting it in a presentable way
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Skills
Machine Learning Frameworks & NLP:
- Tensorflow, Transformers, Keras, scikit-learn, NumPy, Pandas, Jupyter Notebook
Programming Languages
- Python, R, SQL, Java
Data Visualization
- PowerBI, Tableau, R Shiny, D3, Visualization Toolkit (VTK), Matplotlib
Web Development
- HTML, CSS, React, Node.js
IT & DevOps
- ServiceNow, Apex/Salesforce, SCRUM/Agile
- Version Control: Github, GitKraken, CI/CD (Azure Pipelines)
AWS Services Used
- Lambda, StepFunctions, S3, Glue, DynamoDB, QuickSight, Amplify, API Gateway
Math Programming
- LaTex, Mathematica, Matlab, XPP
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Relevant Coursework
- Fundamental of Algorithms, Data Structures, Discrete Mathematics, Graph Theory, Visualization, Bioinformatics
- Statistical/Machine Learning, Numerical Optimization, Linear Algebra, Probability, Stochastic Modeling, Numerical Analysis