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\nData Science 🐍 Prepare Data\n

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\n\nPublisher:\n\nAPMonitor\n\n\n
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\nMuch of data science and machine learning work is getting clean data into the correct form. This may include data cleansing to remove outliers or bad information, scaling for machine learning algorithms, splitting into train and test...\nMuch of data science and machine learning work is getting clean data into the correct form. This may include data cleansing to remove outliers or bad information, scaling for machine learning algorithms, splitting into train and test sets, and enumeration of string data. All of this needs to happen before regression, classification, or other model training. Fortunately, there are functions that help with automating data preparation.

Course Modules
1. Data Science 🐍 Course Overview
2. Data Science 🐍 Import / Export
3. Data Science 🐍 Analyze
4. Data Science 🐍 Visualize
5. Data Science 🐍 Prepare Data
6. Data Science 🐍 Regression
7. Data Science 🐍 Features
8. Data Science 🐍 Classification
9. Data Science 🐍 Interpolation
10. Data Science 🐍 Solve Equations
11. Data Science 🐍 Differential Equations
12. Data Science 🐍 Time Series
Data Science 🐍 Final Project

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Resource Details

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Curator Rating
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Educator Rating
Not yet Rated
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Media Length
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21:52
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Grade
10th - Higher Ed
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Subjects
Social Studies & History
5 more...
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Media Type
Instructional Videos
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Source:
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\nAPMonitor.com\n\n
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Date
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2020
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Language
English
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Audiences
For Teacher Use
2 more...
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Usage Permissions
Fine Print: Educational Use
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Additional Materials

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Concepts

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data, box plot, plot, algorithms, data science, mining
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Additional Tags

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python, preparation, nan, missing, remove, tc lab, squared errors, standard scaler, grubbs test, test size, save row, training set, bad data, data frame, scaling data, data head, numeric data, bad values, rows, save, methods, training, data 5, cell, generating, clean, detect, integer, insert
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Classroom Considerations

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Best For: Explaining a topic
Video is ad-free
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Educator Ratings

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\n\" data-title=\"Get Full Access\" data-container=\"body\" rel=\"popover\" tabindex=\"0\" aria-label=\"Play video: Data Science 🐍 Prepare Data\" href=\"/subscription/new\">\"Data\n\n
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