文件名称：Data_Science_Bootcamp：完整的数据科学培训：数学，统计学，Python，Python高级统计学，机器和深度学习
文件大小：3.48MB
文件格式：ZIP
更新时间：2024-03-07 07:28:01
JupyterNotebook
数据科学课程 此仓库包含与数据科学相关的项目，文档和资源的源代码
【文件预览】：
Data_Science_Bootcamp-master
----Business Case Study()
--------Audiobooks_dataset.csv(625KB)
--------Audiobooks_data_train.npz(289KB)
--------Audiobooks_data_validation.npz(58KB)
--------README.md(2KB)
--------Audiobooks_model.ipynb(9KB)
--------Audiobooks_data_test.npz(39KB)
--------Audiobooks_data_Preprocessing.ipynb(12KB)
----Logistic Regression()
--------Testing the Model - Exercise..ipynb(47KB)
--------Binary Predictors in a Logistic Regression - Exercise.ipynb(37KB)
--------Calculating the Accuracy of the Model - Exercise.ipynb(36KB)
--------Building a Logistic Regression - Exercise.ipynb(29KB)
----Regression Analysis with Sklearn()
--------sklearn - Multiple Linear Regression and Adjusted R-squared - Exercise.ipynb(10KB)
--------sklearn - Multiple Linear Regression Exercise.ipynb(14KB)
--------sklearn - Dummies and VIF - Exercise.ipynb(298KB)
--------Simple Linear Regression with sklearn - Exercise.ipynb(29KB)
--------sklearn - Feature Scaling Exercise.ipynb(18KB)
----Data Science Terminologies.jpg(2.32MB)
----README.md(119B)
----Statistics()
--------Statistics+Glossary.pdf(158KB)
--------Course+notes_descriptive_statistics.pdf(482KB)
----Regression Analysis()
--------Simple Linear Regression Exercise.ipynb(44KB)
--------Multiple Linear Regression Exercise.ipynb(15KB)
--------Multiple Linear Regression with Dummies Exercise.ipynb(23KB)
--------README.md(1B)
----Cluster Analysis-KMeans()
--------How to Choose the Number of Clusters - Exercise.ipynb(126KB)
--------A Simple Example of Clustering - Exercise.ipynb(70KB)
--------Species Segmentation with Cluster Analysis Part 1- Exercise.ipynb(117KB)
--------Clustering Categorical Data - Exercise.ipynb(57KB)