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So far leaPAdmin has created 4 blog entries.

Unsupervised Learning

Clustering K-Means Dimensionality reduction PCA

By | February 6th, 2018|english, Uncategorized|Comments Off on Unsupervised Learning

Supervised learning

Perceptron Linear regression SVM and kernel methods Decision trees Bayesian methods Neural networks

By | February 6th, 2018|english, Uncategorized|Comments Off on Supervised learning

Deep Learning

Neural network learning: Back-Propagation CNN architectures Generative Adversarial Networks (GANs) Recurrent Neural networks (RNNs) Advanced RNN: LSTM, GRU, nLSTM Deep reinforcement learning

By | February 6th, 2018|english, Uncategorized|0 Comments

Theory

Formalization of learning VC dimension PAC theory Bias - Variance tradeoff

By | February 6th, 2018|english, Uncategorized|Comments Off on Theory