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Supervised learning
Classification algorithms
Logistic regression from scratch
Regression algorithms
Linear regression with one variable
Evolutionary optimisation
Reinforcement learning
Part 1 – What is reinforcement learning?
Part 2 – Reinforcement learning algorithms
Part 3 – Reinforcement learning in the real-world
Part 4 – Learning to use OpenAI Gym
Part 5 – Q-learning to solve the taxi problem
Part 6 – Q-learning applied to the frozen lake problem
Data science dictionary
Artificial Neural Networks from scratch
Part 1 – The simplest ANN
Part 2 – Adding a hidden layer
Part 3 – Single-layer perceptron
Part 4 – Multi-layer perceptron
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Classification algorithms