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Saturday, July 17, 2021

Métodos Computacionais 2021: Aula 25 - Exercícios resolvidos e Outros


Soluções de Exercícios

1. Problema de machine learning

Data: Adult Salary predictor do Kaggle 

Data: Restaurant Revenue Prediction" do Kaggle 

Data: SF salaries

Data: Titanic - ML for Disaster

Data: Forest Cover Type Prediction

Data: Brazilian Cities

Data: Bike Sharing Demand

Otto Group Product

Prudentials 1

Prudentials 2

Restaurant Revenue Prediction   

Credit Card Fraud Detection   

Brazilian yield curve   

TMDB Box Office Prediction   

Rossman Store Sales   

House Prices   

Liberty Mutual Group: Property Inspection Prediction  

Kaggle: House Rent Prediction Datase

Kaggle: Medical Cost Personal Dataset 
 Kaggle: Diamonds - Analyze diamonds by their cut, color, clarity, price, and other attributes

Kaggle Restaurant Revenue Prediction 

kaggle Titanic

Kaggle: Credit Score Classification Dataset 

Worldwide deaths by country/risk factors" do Kaggle


The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World - Pedro Domingos

Pattern Recognition and Machine Learning - Christopher Bishop

Deep learning - Ian Goodfellow, Yoshua Bengio and Aaron Courville

The elements of statistical learning - Hastie, Tibshirani e Friedman

Modern multivariate statistical techniques - Alan Julian Izenman

The discipline of machine learning - T. M. Mitchel

A few useful things to know about machine learning - P. Domingos

Learning deep architectures for AI - Y. Bengio

In defence of forensic social science - Amir Goldberg [Big data and Society, 2015]

Sociology in the era of big data: the ascent of forensic social science - D. A. McFarland e
K. Lewis [American Sociology, 2015]

Economic reason and artificial intelligence - D. C. Parkes and M. P. Wellman [Sience 349,
p.267, 2015]

Big Data: New Tricks for Econometrics - H. R. Varian

The Impact of Machine Learning on Economics - Susan Athey

The State of Applied Econometrics: Causality and Policy Evaluation
Susan Athey e Guido W. Imbens.

Beyond Prediction: Using Big Data for Policy Problems -
Susan Athey

High-Dimensional Methods and Inference on Treatment and Structural Effects in Economics - Victor Chernozhukov, A. Belloni and C. Hansen

Prediction Policy Problems -
Jon Kleinberg, Jens Ludwig, Sendhil Mullainathan, and Ziad Obermeyer