Infinity Labs × Evolution.inc · ML programme
From a churn table to agent-led search.
A Python warm-up, then three pre-training sessions that take one telecom churn project to a model you can hand over. Two Earth labs with the data science team then run it, and a new problem, through Earth Agent.
S0
S1
S2
S3
Lab 1
Lab 2
Pre-training · 4 × 3 hEarth labs · 2 × 3 h
The course
Six sessions
Session 0Pre-training
Python for data work
Before we can ask good questions of data, the tools have to stop getting in the way.
Upcoming
Session 1Pre-training
Frame the use, build the dataset, explore
Most ML projects are won or lost before a model is trained.
Materials ready
Session 2Pre-training
Design the evaluation and build the baseline
How will we know if a model is any good? This session answers that before we build anything serious.
Upcoming
Session 3Pre-training
Improve, search, confirm and hand over
Now we make the model better, fairly.
Upcoming
Earth Lab 1Earth lab
Earth Lab 1: a ready problem
The data science team joins us.
Upcoming
Earth Lab 2Earth lab
Earth Lab 2: an open problem
New data, a vague brief, and the whole path again, with more of it in your hands.
Upcoming
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