Applied Data Analysis with Python
Take a messy CSV from an actual business, clean it, question it, and hand a decision-maker something they can act on.
Project: A demand report for a 34-branch retailer, written for a non-technical reader
The bar under every course is its module structure: one block per module, as wide as that module is long, coloured by what you spend the time doing. A course that is mostly you practising looks different from one that is mostly someone talking.
18 courses · 486 hours in total
Take a messy CSV from an actual business, clean it, question it, and hand a decision-maker something they can act on.
Project: A demand report for a 34-branch retailer, written for a non-technical reader
Joins, windows and CTEs, taught on a 2.1 million row order table you can break as often as you like.
Project: Rebuild a weekly revenue report as one query
Most dashboards are never opened twice. This one is about the five numbers a team will actually look at on a Monday.
Project: A one-screen operations board reviewed by the instructor
Seasonality, promotions and stockouts, on real FMCG shipment data. You will be wrong; the course is about how wrong, and why.
Project: A 12-week shipment forecast, scored against held-out actuals
From a brief to a screen someone can use. Weekly critique with eleven other people, which is the part that changes your work.
Project: A three-screen flow for a real Chennai business, critiqued twice
Variables, modes and component APIs — and the governance that stops a library rotting six months after launch.
Project: A 20-component starter library with documented tokens
Scale, measure, rhythm and pairing — including how Tamil and Devanagari behave next to a Latin face.
No project. Assessed by exercises marked inside each module.
What you are actually expected to produce in month one, month two and month three, from someone who has hired eleven PMs.
Project: A written product plan defended in a live review
Six interviews, transcribed and coded by you, until a finding survives someone senior asking how you know that.
Project: Six interviews, coded, with a findings memo
One-to-ones, feedback that lands, and the two conversations every new manager postpones for four months.
No project. Assessed by exercises marked inside each module.
Registration to GSTR-9, filed on the portal with you, on a sample business with imports and reverse charge.
Project: A full quarter filed for a sample trading firm
A three-statement model of a real listed company, built cell by cell, with an audit of your circular references.
Project: A three-statement model with a DCF, audited line by line
Old regime or new, what an ELSS actually is, and how to file your own return without paying someone ₹3,000.
No project. Assessed by exercises marked inside each module.
Spoken Tamil first, script later. Twelve live hours in groups of six, so you speak in every single class.
No project. Assessed by exercises marked inside each module.
For engineers heading to a German employer. Email, stand-up and the Ausländerbehörde appointment, rehearsed.
No project. Assessed by exercises marked inside each module.
Hiragana in week one, katakana in week two, 103 kanji by the end, and a mock JLPT under exam conditions.
No project. Assessed by exercises marked inside each module.
Shorter emails, clearer updates, and a document your skip-level will read to the end. Every exercise is marked.
No project. Assessed by exercises marked inside each module.
Ten slides, one argument, no chart junk. You record yourself twice and watch it back, which is the whole course really.
Project: A ten-slide recorded presentation, reviewed