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Deep Learning
01 Introduction
02 Activation functions
03 Optimization
04 Training deep networks
05 Convolutional networks
06 Embeddings and representation learning
07 Recurrent networks
08 LSTM and GRU
09 Attention
10 Transformers
Machine Learning
01 Introduction
02 General concepts
03 Probabilistic formulation
04 Linear regression
05 Linear classification
06 Multilayer neural networks
07 Decision trees and ensemble methods
Mathematics
01 Mathematical refresher
MLOps
01 Introduction
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Deep Learning
01 Introduction
02 Activation functions
03 Optimization
04 Training deep networks
05 Convolutional networks
06 Embeddings and representation learning
07 Recurrent networks
08 LSTM and GRU
09 Attention
10 Transformers
Machine Learning
01 Introduction
02 General concepts
03 Probabilistic formulation
04 Linear regression
05 Linear classification
06 Multilayer neural networks
07 Decision trees and ensemble methods
Mathematics
01 Mathematical refresher
MLOps
01 Introduction
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