Machine learning

These algorithms were tested on Linux Mint (Python 3.8.10) and Google Colab.

Classification models

Breast Cancer Coimbra
Letter Recognition
- Logistic regression, SVM
Abalone
- MLP (Keras - Tensorflow)
Wine
- MLP (Keras - Tensorflow)
Bank marketing
- MLP - Dropout (Keras - Tensorflow)
Flowers Recognition
Amazon Baby Products (Sentiment analysis)
- Embedding MLP (Keras, Tensorflow)
- Transformer (Keras, Tensorflow)
Covid-19
- CNN, Data Augmentation (Keras - Tensorflow)

Regression models

QSAR fish toxicity
Air Quality
- LSTM (Keras - Tensorflow)
Metro Interstate Traffic Volume
- LSTM (Keras - Tensorflow)
Combined Cycle Power Plant
- MLP (Keras - Tensorflow)
Seoul Bike Sharing Demand
- OLR, Ridge, LASSO
- MLP (Keras - Tensorflow)

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Machine learning

Classification models

Regression models

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Name		Name	Last commit message	Last commit date
Latest commit History 47 Commits
Classification (CNN - keras, tensorflow) - Flowers Recognition.ipynb		Classification (CNN - keras, tensorflow) - Flowers Recognition.ipynb
Classification (CNN, data augmentation - keras, tensorflow) - Covid19.ipynb		Classification (CNN, data augmentation - keras, tensorflow) - Covid19.ipynb
Classification (CNN, data augmentation - keras, tensorflow) - Flowers Recognition.ipynb		Classification (CNN, data augmentation - keras, tensorflow) - Flowers Recognition.ipynb
Classification (CNN, generator - keras, tensorflow) - Flowers Recognition.ipynb		Classification (CNN, generator - keras, tensorflow) - Flowers Recognition.ipynb
Classification (CNN, transfer learning - keras, tensorflow) - Flowers Recognition.ipynb		Classification (CNN, transfer learning - keras, tensorflow) - Flowers Recognition.ipynb
Classification (Decision tree - Pruning) - Breast Cancer Coimbra.ipynb		Classification (Decision tree - Pruning) - Breast Cancer Coimbra.ipynb
Classification (Decision tree, GridSearch) - Breast Cancer Coimbra.ipynb		Classification (Decision tree, GridSearch) - Breast Cancer Coimbra.ipynb
Classification (Embedding MLP - keras, tensorflow) - Reviews of Amazon Baby Products.ipynb		Classification (Embedding MLP - keras, tensorflow) - Reviews of Amazon Baby Products.ipynb
Classification (Logistic regression, GridSearch, RandomSearch, Cross-Validation) - Breast Cancer Coimbra.ipynb		Classification (Logistic regression, GridSearch, RandomSearch, Cross-Validation) - Breast Cancer Coimbra.ipynb
Classification (Logistic regression, SVM) - Letter Recognition.ipynb		Classification (Logistic regression, SVM) - Letter Recognition.ipynb
Classification (MLP - keras, tensorflow) - Abalone.ipynb		Classification (MLP - keras, tensorflow) - Abalone.ipynb
Classification (MLP - keras, tensorflow) - Breast Cancer Coimbra.ipynb		Classification (MLP - keras, tensorflow) - Breast Cancer Coimbra.ipynb
Classification (MLP - keras, tensorflow) - Wine.ipynb		Classification (MLP - keras, tensorflow) - Wine.ipynb
Classification (MLP, dropout - keras, tensorflow) - Bank Marketing.ipynb		Classification (MLP, dropout - keras, tensorflow) - Bank Marketing.ipynb
Classification (MLP, dropout - keras, tensorflow) - Breast Cancer Coimbra.ipynb		Classification (MLP, dropout - keras, tensorflow) - Breast Cancer Coimbra.ipynb
Classification (Naive Bayes) - Breast Cancer Coimbra.ipynb		Classification (Naive Bayes) - Breast Cancer Coimbra.ipynb
Classification (RandomForest, Adaboost, GBM, XGB, GridSearch) - Breast Cancer Coimbra.ipynb		Classification (RandomForest, Adaboost, GBM, XGB, GridSearch) - Breast Cancer Coimbra.ipynb
Classification (SVM, RandomSearch, Pipeline) - Breast Cancer Coimbra.ipynb		Classification (SVM, RandomSearch, Pipeline) - Breast Cancer Coimbra.ipynb
Classification (Transformer - keras, tensorflow) - Reviews of Amazon Baby Products.ipynb		Classification (Transformer - keras, tensorflow) - Reviews of Amazon Baby Products.ipynb
FeatureMap Visualization (InceptionV3 - keras, tensorflow).ipynb		FeatureMap Visualization (InceptionV3 - keras, tensorflow).ipynb
Grad Cam (VGG19 - keras, tensorflow) - goldfish.ipynb		Grad Cam (VGG19 - keras, tensorflow) - goldfish.ipynb
README.md		README.md
Regression (Decision tree, GridSearch) - QSAR fish toxicity.ipynb		Regression (Decision tree, GridSearch) - QSAR fish toxicity.ipynb
Regression (LSTM - keras, tensorflow) - Air Quality.ipynb		Regression (LSTM - keras, tensorflow) - Air Quality.ipynb
Regression (LSTM - keras, tensorflow) - Metro Interstate Traffic Volume.ipynb		Regression (LSTM - keras, tensorflow) - Metro Interstate Traffic Volume.ipynb
Regression (MLP - keras, tensorflow) - Combined Cycle Power Plant.ipynb		Regression (MLP - keras, tensorflow) - Combined Cycle Power Plant.ipynb
Regression (MLP - keras, tensorflow) - QSAR fish toxicity.ipynb		Regression (MLP - keras, tensorflow) - QSAR fish toxicity.ipynb
Regression (MLP - keras, tensorflow) - Seoul Bike Sharing Demand.ipynb		Regression (MLP - keras, tensorflow) - Seoul Bike Sharing Demand.ipynb
Regression (MLP, dropout - keras, tensorflow) - QSAR fish toxicity.ipynb		Regression (MLP, dropout - keras, tensorflow) - QSAR fish toxicity.ipynb
Regression (OLR, Ridge, LASSO) - Seoul Bike Sharing Demand.ipynb		Regression (OLR, Ridge, LASSO) - Seoul Bike Sharing Demand.ipynb

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