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Deep Learning

Welcome

Introduction

Deep Learning
TensorFlow
TensorFlow Example

Keras

Keras Sequential model
Keras Functional API
KerasTuner

Computer vision intro

Classify images of clothing
Model exercises

CNN

Convolutional
TF CNN
CNN intro
MNIST with TensorFlow
MNIST with PyTorch

Image augmentation

Image preprocessing and data augmentation
Data augmentation

Structured data & preprocessing

Preprocessing Layers
Classification I
Classification II

Text data

IMDB Sentiment analysis

Time series

Time series regression

Explainable AI

SHAP with structured data classification

Advanced Models

Hugging Face

References

Bibliography

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Colab

repository
open issue

.ipynb
.md

Bibliography

Bibliography#

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Hugging Face

By Jan Kirenz
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