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Easy Python Hacks for Mastering Data Manipulation Techniques

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Description
[ FreeCourseWeb.com ] Easy Python Hacks for Mastering Data Manipulation Techniques



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Published 8/2023

Created by Shahriar (The Data Wheeler)

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Genre: eLearning | Language: English | Duration: 21 Lectures ( 5h 1m ) | Size: 1.7 GB



Master in Data cleaning and preprocessing with Smooth, Easy and Uncomplicated coding experience in Python using ChatGPT.



What you'll learn

Develop a strong foundational understanding of data manipulation principles and processes, enabling you to confidently handle real-world datasets.

Rapidly analyze data using Python, grasping essential concepts and techniques to efficiently extract insights from raw information.

Configure and set up ChatGPT to enhance your Python programming experience, leveraging AI to streamline your coding tasks.

Implement efficient data cleaning strategies, including handling various Python datatypes, addressing missing values, outliers, and duplicate entries.

Leverage advanced data preprocessing techniques, such as feature encoding, feature binning, sorting, filtering, merging datasets, etc.

Navigate and manage data distribution effectively, ensuring your data is properly structured and ready for analysis.

Confidently work with date variables, ensuring accurate and meaningful analysis of time-based data.

Learn data visualizations using Python and ChatGPT, including bar charts, pie charts, line plots, histograms, box plots, and scatter plots.

Apply the acquired skills through practical exercises and hands-on practice, reinforcing your understanding of each concept and technique.



Requirements

No prior experience is required to take this course.

Beginners are most welcome.

Basic computer literacy.

Interest in data analysis.



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File list
  • Easy Python Hacks for Mastering Data Manipulation Techniques
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/1. Understanding data manipulation process.mp4 54.6 MB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/1.1 Data Manipulation with Python + ChatGPT.ipynb 712.9 KB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/Datasets/additional_data.xlsx 21.4 KB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/Datasets/Extra data.xlsx 22.3 KB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/Datasets/Practice data.csv 14.6 KB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/Datasets/Practice data.xlsx 22.1 KB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/Datasets/sales data.xlsx 84.4 KB
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/__MACOSX/Datasets/_additional_data.xlsx 344 B
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/__MACOSX/Datasets/_Extra data.xlsx 344 B
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/__MACOSX/Datasets/_Practice data.csv 344 B
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/__MACOSX/Datasets/_Practice data.xlsx 344 B
  • ~Get Your Files Here !/1. Necessary foundation on Data manipulation/__MACOSX/Datasets/_sales data.xlsx 344 B
  • ~Get Your Files Here !/2. Necessary foundation on Python/1. Python for Data Analysis (An Overview).mp4 31.9 MB
  • ~Get Your Files Here !/2. Necessary foundation on Python/2. Installation and activation of Python for windows.html 131 B
  • ~Get Your Files Here !/2. Necessary foundation on Python/2.1 Windows.pdf 929.7 KB
  • ~Get Your Files Here !/2. Necessary foundation on Python/3. Installation and activation of Python for mac.html 127 B
  • ~Get Your Files Here !/2. Necessary foundation on Python/3.1 Mac.pdf 1.5 MB
  • ~Get Your Files Here !/3. Necessary foundation on ChatGPT/1. Setting up ChatGPT.html 111 B
  • ~Get Your Files Here !/3. Necessary foundation on ChatGPT/1.1 Instructions of setting up ChatGPT.pdf 409.1 KB
  • ~Get Your Files Here !/3. Necessary foundation on ChatGPT/2. Effortless python programming with ChatGPT (An Overview).mp4 26 MB
  • ~Get Your Files Here !/4. Easy Hacks of Data Cleaning with Python & ChatGPT/1. Loading dataset in Jupyter notebook environment.mp4 31.7 MB
  • ~Get Your Files Here !/4. Easy Hacks of Data Cleaning with Python & ChatGPT/2. Identifying and assigning correct data types.mp4 103 MB
  • ~Get Your Files Here !/4. Easy Hacks of Data Cleaning with Python & ChatGPT/3. Defining and imputing techniques of missing values.mp4 153.6 MB
  • ~Get Your Files Here !/4. Easy Hacks of Data Cleaning with Python & ChatGPT/4. Defining and removing abnormal values or harmful outliers.mp4 78.4 MB
  • ~Get Your Files Here !/4. Easy Hacks of Data Cleaning with Python & ChatGPT/5. Defining and removing duplicates values from dataset.mp4 24.8 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/1. Feature encoding assigning numeric values to categorical variables.mp4 121.1 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/2. Feature binning converting numeric variables into categorical variables.mp4 82.8 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/3. Creating dummy variables of categorical variables.mp4 61.4 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/4. Sorting and filtering dataset following conditions.mp4 126 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/5. Merging two datasets horizontally or adding extra variables.mp4 90.6 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/6. Concatenating two datasets vertically or adding extra data.mp4 41.7 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/7. Various methods of transforming skewed data into normally distributed data.mp4 214.1 MB
  • ~Get Your Files Here !/5. Easy Hacks of Data Preprocessing with Python & ChatGPT/8. Extracting days, months and year from date variable.mp4 76.5 MB
  • ~Get Your Files Here !/6. Easy Hacks of Data Visualizations with Python & ChatGPT/1. Categorical variables visualizations Bar chart, Pie chart and Line plot.mp4 277 MB
  • ~Get Your Files Here !/6. Easy Hacks of Data Visualizations with Python & ChatGPT/2. Numeric variables visualizations Histogram, Boxplot and Scatterplot.mp4 139 MB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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