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snowdj's Projects

amlpipeliner icon amlpipeliner

An extension of AutoMLPipeline using R libraries for ML and Preprocessing elements

analytics-edge icon analytics-edge

My notes and solutions to homework of The Analytics Edge course on edX

animation icon animation

A gallery of animations in statistics and utilities to create animations

ann-customerchurn icon ann-customerchurn

This artificial neural network predicts whether a customer will stay with the bank or leave the bank in the next year.

ann-for-macroeconomic-data-analysis icon ann-for-macroeconomic-data-analysis

The analysis and prediction of macroeconomic time-series is a factor of great interest to national policymakers. However, economic analysis and forecasting are not simple tasks due to the lack of a precise model for the economy and the influence of external factors, such as weather changes or political decisions. Our research is focused on Spanish speaking countries. In this thesis, we study different types of neural networks and their applicability for various analysis tasks, including GDP prediction as well as assessing major trends in the development of the countries. The studied models include multilayered neural networks, recursive neural networks, and Kohonen maps. Historical macroeconomic data across 17 Spanish speaking countries, together with France and Germany, over the time period of 1980-2015 is analyzed. This work then compares the performances of various algorithms for training neural networks, and demonstrates the revealed changes in the state of the countries’ economies. Further, we provide possible reasons that explain the found trends in the data.

aoapc-bac2nd icon aoapc-bac2nd

Source codes for book <<<BeginningAlgorithmContests>> Second edition

apes icon apes

APES - Advice for Problems in Environmental Statistics

apm_exercises icon apm_exercises

Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)

app-cherry_picker icon app-cherry_picker

A Shiny app for mapping School specific variables by Local Education Authority with Leaflet in R

app-forecast icon app-forecast

Time series forecasting for common inflators and economic indices using the forecast package in R.

applied-metrics icon applied-metrics

Code to support work for ARE213: Applied Econometrics at UC Berkeley

applied-ml icon applied-ml

Code and Resources for "Applied Machine Learning"

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