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Hi 👋, I'm Abhishek Sharma

Data scientist, India

sharmaabhishekk abhisheksh_98 Abhishek Sharma | Blog Site

sharmaabhishekk

My Interests:

  1. Data Science Applications focusing on football analytics ⚽
    • Building Products for Practical Applications in Football:
      • TactiMation - A flexible tactics animation board
      • Wosonars - Twitter bot to automate query-based player visualizations
      • xGBoard - Interactive application to get xG values for shots based on a CNN model
      • MplFooty - Gallery of football analytics vizzes created using matplotlib
      • Futbolista - Julia package to make football analytics tasks easier
    • Statistical Modelling for Predictive Football Analytics:
      • Expected Goals Model
      • Expected Threat Models
      • Bayesian Modelling of Players' Performance Levels
    • Implementing and Explaining Football Research Papers:
      • Valuing Actions by Estimating Probabilities
      • Match Simulation Models
      • Expected Threat Models
      • Clustering players based on roles
    • Creating Static Visualizations for story-telling purposes:
      • A link to some of my static vizzes can be found here

Things I Work With:

Languages

python julialang r

Frameworks

mongodb sqlite pytorch tensorflow scikit_learn opencv

Scripting and Automation

bash selenium

Hosting and Web Dev

flask heroku hugo jekyll

Other (Versioning, OS, etc)

git linux

sharmaabhishekk

sharmaabhishekk sharmaabhishekk

Abhishek Sharma's Projects

alphapose icon alphapose

AlphaPose Implementation in Pytorch along with the pre-trained wights

ccapture.js icon ccapture.js

A library to capture canvas-based animations at a fixed framerate

fbref-scraper icon fbref-scraper

A plain scraper to get data from fbref using only BeautifulSoup and Requests

miscellaneous icon miscellaneous

Random place to keep code which don't belong to any specific project

mpl-footy icon mpl-footy

Gallery for typical football plots created using matplotlib

mplsoccer icon mplsoccer

Football pitch plotting library for matplotlib

novatorem icon novatorem

Dynamic realtime profile ReadMe linked with spotify

passmaps icon passmaps

Creating simple passmaps using Statsbomb's data

plottable icon plottable

most pretty & lovely tables with matplotlib

socceraction icon socceraction

Convert existing soccer event stream data to SPADL and value player actions

soccerstuff icon soccerstuff

A bunch of clustering analyses on soccer players and teams. This is a total mess, beware

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