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.github
.github
 
 
09-GAN_files/figure-html
09-GAN_files/figure-html
 
 
D2-explainableAI_files/figure-html
D2-explainableAI_files/figure-html
 
 
Exercises
Exercises
 
 
_freeze
_freeze
 
 
docs
docs
 
 
images
images
 
 
include
include
 
 
old
old
 
 
.DS_Store
.DS_Store
 
 
.Rbuildignore
.Rbuildignore
 
 
.Rprofile
.Rprofile
 
 
.gitignore
.gitignore
 
 
A1-GettingStarted.qmd
A1-GettingStarted.qmd
 
 
A2-MachineLearningTasks.qmd
A2-MachineLearningTasks.qmd
 
 
A3-BiasVarianceTradeOff.qmd
A3-BiasVarianceTradeOff.qmd
 
 
A4-MLpipeline-mlr3.qmd
A4-MLpipeline-mlr3.qmd
 
 
A4-MLpipeline.qmd
A4-MLpipeline.qmd
 
 
Appendix-Datasets.qmd
Appendix-Datasets.qmd
 
 
B1-Trees.qmd
B1-Trees.qmd
 
 
B2-Distance.qmd
B2-Distance.qmd
 
 
B3-NeuralNetworks.qmd
B3-NeuralNetworks.qmd
 
 
C1-TensorFlow.qmd
C1-TensorFlow.qmd
 
 
C2-DeepNeuralNetworks.qmd
C2-DeepNeuralNetworks.qmd
 
 
C3-ConvolutionalNeuralNetworks.qmd
C3-ConvolutionalNeuralNetworks.qmd
 
 
C4-RecurrentNeuralNetworks.qmd
C4-RecurrentNeuralNetworks.qmd
 
 
C5-GNN.qmd
C5-GNN.qmd
 
 
D1-causality.qmd
D1-causality.qmd
 
 
D2-explainableAI.qmd
D2-explainableAI.qmd
 
 
Day4_RNN.R
Day4_RNN.R
 
 
Day5_CIFAR.R
Day5_CIFAR.R
 
 
Day5_MNIST.R
Day5_MNIST.R
 
 
E1-Autoencoder.qmd
E1-Autoencoder.qmd
 
 
E2-GAN.qmd
E2-GAN.qmd
 
 
E3-RL.qmd
E3-RL.qmd
 
 
MachineLearningAndDeepLearning.Rproj
MachineLearningAndDeepLearning.Rproj
 
 
VAE.RDS
VAE.RDS
 
 
_quarto.yml
_quarto.yml
 
 
boosting.gif
boosting.gif
 
 
boosting_10_0.1.gif
boosting_10_0.1.gif
 
 
boosting_10_0.3.gif
boosting_10_0.3.gif
 
 
boosting_10_0.5.gif
boosting_10_0.5.gif
 
 
boosting_10_0.7.gif
boosting_10_0.7.gif
 
 
boosting_10_0.9.gif
boosting_10_0.9.gif
 
 
boosting_20_0.1.gif
boosting_20_0.1.gif
 
 
boosting_20_0.3.gif
boosting_20_0.3.gif
 
 
boosting_20_0.5.gif
boosting_20_0.5.gif
 
 
boosting_20_0.7.gif
boosting_20_0.7.gif
 
 
boosting_20_0.9.gif
boosting_20_0.9.gif
 
 
boosting_3_0.1.gif
boosting_3_0.1.gif
 
 
boosting_3_0.3.gif
boosting_3_0.3.gif
 
 
boosting_3_0.5.gif
boosting_3_0.5.gif
 
 
boosting_3_0.7.gif
boosting_3_0.7.gif
 
 
boosting_3_0.9.gif
boosting_3_0.9.gif
 
 
boosting_6_0.1.gif
boosting_6_0.1.gif
 
 
boosting_6_0.3.gif
boosting_6_0.3.gif
 
 
boosting_6_0.5.gif
boosting_6_0.5.gif
 
 
boosting_6_0.7.gif
boosting_6_0.7.gif
 
 
boosting_6_0.9.gif
boosting_6_0.9.gif
 
 
dependencies.R
dependencies.R
 
 
index.qmd
index.qmd
 
 
questions.css
questions.css
 
 
references.bib
references.bib
 
 
references.qmd
references.qmd
 
 
sceletons.txt
sceletons.txt
 
 
summary.qmd
summary.qmd
 
 
svm.gif
svm.gif
 
 
weather_soil.RDS
weather_soil.RDS
 
 
webexercises.qmd
webexercises.qmd
 
 

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Teaching Material for a Machine Learning course with Keras and Tensorflow in R

theoreticalecology.github.io/machinelearning/
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