GitHub - soutobias/machine-learning-examples

Machine learning examples

This repository represents a list of notebooks for analyzing data using machine learning.

ARIMA and SARIMA -> time series prediction
Data Prepation and Feature Selection - car dataset -> data preparation using sklearn
F1 Recall Accuracy Precision KNN - creditcard dataset -> creditcard fraud detection
F1 Recall Accuracy Precision KNN - eletrocardiograms dataset -> hearth problems detections
Houses Kraggle Competition -> machine learning applied to houses dataset from kraggle competition
Image Compression -> image compression techniques for machine learning models
NLP - bag of words and n-gram
NLP - cosine similarity
NLP - olist review dataset
NLP - vectorizer methods
PCA - faces -> image analysis using machine learning
Pipeline and Permutation importance - car dataset
Preprocessing FeatureSelection KNN - house dataset
Regularization -> Rigge and Lasso
SVM
Workflow and hyperparameter

Name		Name	Last commit message	Last commit date
Latest commit History 5 Commits
.gitignore		.gitignore
ARIMA and SARIMA.ipynb		ARIMA and SARIMA.ipynb
Data Prepation and Feature Selection - car dataset.ipynb		Data Prepation and Feature Selection - car dataset.ipynb
F1 Recall Accuracy Precision KNN - creditcard dataset.ipynb		F1 Recall Accuracy Precision KNN - creditcard dataset.ipynb
F1 Recall Accuracy Precision KNN - eletrocardiograms dataset.ipynb		F1 Recall Accuracy Precision KNN - eletrocardiograms dataset.ipynb
Houses Kraggle Competition.ipynb		Houses Kraggle Competition.ipynb
Image Compression.ipynb		Image Compression.ipynb
NLP - bag of words and n-gram.ipynb		NLP - bag of words and n-gram.ipynb
NLP - cosine similarity.ipynb		NLP - cosine similarity.ipynb
NLP - olist review dataset.ipynb		NLP - olist review dataset.ipynb
NLP - vectorizer methods.ipynb		NLP - vectorizer methods.ipynb
PCA - faces.ipynb		PCA - faces.ipynb
Pipeline and Permutation importance - car dataset.ipynb		Pipeline and Permutation importance - car dataset.ipynb
Preprocessing FeatureSelection KNN - house dataset.ipynb		Preprocessing FeatureSelection KNN - house dataset.ipynb
README.md		README.md
Regularization.ipynb		Regularization.ipynb
SVM.ipynb		SVM.ipynb
Workflow and hyperparameter.ipynb		Workflow and hyperparameter.ipynb