Who this is for
- Sports analysts and Python users who want to own their data instead of relying on someone else's. Basic Python is expected.
Not for you if
- You're brand new to Python — basic Python is assumed
- You already have a data pipeline you're happy with
- You want a statistics or modeling course — this is data engineering
- You're looking for a point-and-click, no-code scraping tool
Session by session
- Wed Aug 508:30–11:30 ETSession 1. day 1 of 2
- Fri Aug 708:30–11:30 ETSession 2. day 2 of 2
Across the sessions you will cover: Scraping: collecting raw data reliably and respectfully from the web; Cleaning: turning messy scraped data into tidy, trustworthy tables; Scoring: deriving metrics and building your analysis-ready database; Automating: keeping your database current without manual work.
What's included
- Live instructionReal-time with the practitioner, not a recording narrated at you.
- Lifetime replaysEvery session recorded and yours to keep and revisit, forever.
- Posit cloud workspaceA provisioned enterprise IDE and compute. Nothing to install.
- Project files and codeThe starter code and the finished build, to keep and adapt.
- Live Q&AAsk questions in-session and get answers from the person who does this.
- Members save 20%Masterclass and Membership members take 20% off, applied at checkout.
Your instructor
Saiprasad is a sports data scientist with more than four years of experience, specializing in cricket analytics with additional work in basketball and kabaddi. He is the founder of BallTrack Analyzer and works with clients in India and abroad on cricket data analytics. He uses Python to analyze data, Tableau to build visualizations, and SQL to work through data efficiently, applying statistics to surface patterns and trends in sports. Above all he is a data storyteller, turning complex data into stories that anyone can understand and making data both useful and engaging.
LinkedIn →Get your company to pay
Most learners expense workshops through a learning and development budget. Copy the note below, fill the brackets, send it to your manager. Training a team? Ask about team seats and private cohorts — members save 20%.
Reimbursement email template
Subject: Approval request — AthlyticZ workshop: Scrape, Clean, Score: Building Your Own Sports Database Hi [Manager], I'd like to enroll in "Scrape, Clean, Score: Building Your Own Sports Database," a live 2-session workshop from AthlyticZ (Aug 5, Aug 7) led by Saiprasad Kagne. After this two-day workshop you'll have built your own sports database from scratch, scraping raw data, cleaning it, and scoring it into analysis-ready tables. It is directly relevant to my work, and I'll finish with a concrete deliverable I can bring back to the team. It includes live instruction, lifetime replays, and a provisioned enterprise Posit workspace. Could this come out of our learning and development budget? I'm happy to forward the receipt and a certificate of completion. Thanks, [Your name]
Questions
Is it live or recorded?
Live, online, with the instructor. Every session is recorded and the replay is yours to keep.
Can my company pay for it?
Yes, and most do. Use the reimbursement email above to request it from your L&D budget. We provide a receipt and a certificate of completion.
Do members get a discount?
Masterclass and Membership members save 20% on every workshop, applied at checkout.
Do I need to install anything?
No. You work on the provisioned Posit platform in the browser, on the same enterprise tools professional teams use.