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Batuhan Mutlu's Projects

ml-youtube-courses icon ml-youtube-courses

A repository to index and organize the latest machine learning courses found on YouTube.

pre-model icon pre-model

In this repository, there is a module that I have compiled that allows us to adapt the dataset to the machine learning model before creating the machine learning model. - Variables with categorical data - Variables with numeric data - Variables with categorical but high cardinality data - Variables that contain numeric but categorical data - General information about the dataset - Categorical variables analysis - Numerical variables analysis - Target variable analysis - Analysis of target variables with categorical variables - Analysis of target variables with numerical variables - Correlation analysis - Outliers analysis - Local outlier factor - Missing values analysis - Encoding(Label Encoding, One-Hot Encoding, Rare Encoding) - Feature scaling, extraction

regression icon regression

Various regression parameters are analyzed in this module. Estimators of regression coefficients related to linear regression coefficients, confidence interval of regression coefficients, hypothesis testing of regression coefficients, estimator of regression output, confidence interval of regression output, confidence interval for mean response, prediction interval for input level response, coefficient of determination "R2" , methods that provide solutions for parameters such as weighted least squares regression coefficient estimator are included in this module.

shell-datathon icon shell-datathon

Bu datathon kapsamında, Shell Türkiye akaryakıt istasyonlarının 2019 yılındaki haftalık bazda akaryakıt depolama terminallerinden aldıkları akaryakıt ürün türünü ve miktarlarını tahminleyeceğiz.

statistical-analysis icon statistical-analysis

In this section, we draw the Histogram, Two-Variable Histogram, Box plot and Violin plot of the data we have and plot the graphs of various probability distributions.

text-classification icon text-classification

3 farklı klasörde, 3 farklı sınıfına ait toplamda 3000 ayrı tweet kaydı bulunmaktadır. Bu kayıtlar, Internet’ten alınmıştır ve çeşitli kişilere ait çeşitli farklı konularda gerçek kayıtlardır.

time-series-analysis icon time-series-analysis

In this repostory, where I dealt with Time Series Analysis, I first performed Turkish Lira and US dollar exchange rate forecasting with ARIMA, and secondly, Tesla stock forecasting with Back Testing, by analyzing time series.

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