Packt Python Data Science Essentials | 3E317D67DB342412E77B2FC4F7DAE2F6DD93DA51

Packt Python Data Science Essentials

Name	Packt - Python Data Science Essentials	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	682.0 MB
Total Files	26
Hash	3E317D67DB342412E77B2FC4F7DAE2F6DD93DA51

/2.Data Munging/
07.Data Loading and Preprocessing.mp4	73.4 MB
08.Working with Categorical and Text Data.mp4	45.0 MB
09.Creating NumPy Arrays.mp4	45.2 MB
10.NumPy's Fast Operations and Computations.mp4	19.8 MB
/1.First Step/
02.Introducing Data Science and Python.mp4	6.1 MB
03.Getting Ready.mp4	13.8 MB
04.A Glance at the Essential Packages.mp4	6.4 MB
05.Introducing the Jupyter Notebook.mp4	46.5 MB
06.Scikit-learn Toy Datasets.mp4	52.7 MB
01.The Course Overview.mp4	12.8 MB
/3.The Data Pipeline/
11.Introducing EDA.mp4	15.0 MB
12.Building New Features.mp4	17.2 MB
13.Dimensionality Reduction.mp4	29.3 MB
14.The Detection and Treatment of Outliers.mp4	25.6 MB
15.Validation Metrics.mp4	26.0 MB
16.Testing and Validating.mp4	27.2 MB
17.Cross-Validation.mp4	27.1 MB
18.Hyperparameter Optimization.mp4	27.1 MB
19.Feature Selection.mp4	22.7 MB
20.Wrapping Everything in a Pipeline.mp4	26.0 MB
/4.Machine Learning/
21.Preparing Tools and Datasets.mp4	11.5 MB
22.Linear and Logistic Regression.mp4	16.7 MB
23.Naive Bayes.mp4	12.6 MB
24.K-Nearest Neighbors.mp4	7.6 MB
25.An Overview of Unsupervised Learning.mp4	37.2 MB
/Exercise Files/
code_34022.zip	31.6 MB
Total files 26