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Machine Learning Foundations

From "what even is a model" to training and evaluating your first one — no maths degree required.

Taught by Dr. Adaeze Okonkwo 5 lessons 1 quiz ~82 min Beginner 2 enrolled Sequential learning

About this course

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Course content

5 lessons · ~82 min
  1. 1 What machine learning actually is 12 min Free preview
  2. 2 Your data decides everything Cleaning, splitting and the leakage trap. 18 min
  3. 3 Training your first model Fit, predict, evaluate — then be suspicious of the result. 22 min
  4. 4 Checkpoint: foundations quiz Prove the core ideas stuck before we go deeper. Quiz 10 min
  5. 5 Putting a model into production The gap between a notebook and a service. 20 min

Your lecturer

Dr. Adaeze Okonkwo
Principal Data Scientist · Lagos Institute of Applied Analytics

Fifteen years building machine learning systems for banks and health insurers across West Africa. I teach the parts of ML that actually survive contact with production data.

Machine learning Python Statistics MLOps