dipdata

Diplodatos 2020

Diplomatura en Ciencia de Datos, Aprendizaje Automático y sus Aplicaciones

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Table of contents

• Data visualization
• Data cleaning
• Introduction to Machine Learning
• Supervised Learning
• Unsupervised Learning
• Distributed Computing

├── analisisvis
│   ├── data
│   └── notebooks
├── curacion
│   ├── input
│   ├── notebooks
│   ├── output
│   └── queries
├── distributed
│   ├── bin
│   ├── conf
│   ├── docs
│   ├── inputs
│   └── notebooks
├── doc
├── introml
│   └── notebooks
├── scripts
├── supervised
│   └── notebooks
└── unsupervised
    └── notebooks

Data visualization

Data analytics and visualization on The Human Freedom Index - 2019

• Notebook

Introduction to Machine Learning

Linear Regression on Boston Housing Dataset

• Notebook

Cross-validated grid-search on Loan Dataset where TARGET Label: 1 = client defaulted on loan - 0 = loan repaid

• Notebook

Supervised Learning

Prediction Competition Walmart Recruiting: Trip Type Classification in diplodatos 2020,

• Team 26
• Score 0.71833
• Notebook

Unsupervised Learning

FIFA 20 complete player dataset kaggle

Clustering using

• k means
• dbscan
• mean shift
• Notebook

Distributed Computing

Distributed computing in big data using pyspark and graphframe

License

Distributed under the MIT License. See LICENSE for more information.

Acknowledgments

• Diplodatos Diplodatos