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TORRENT DETAILS
Udemy - The Ultimate Python Library Pandas Training Course
TORRENT SUMMARY
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Language: English | Size: 980.72 MB | Duration: 2h 48m
This course will teach you how to tackle modern data problems and derive value from complex datasets using pandas.
What you'll learn
Up and running with pandas
Pandas and Data Science and Analysis
Representing univariate data with the Series
Representing tabular and multivariate data with the DataFrame
Manipulation and indexing of DataFrame objects
Indexing Data
Categorical Data
Numeric and Statistical Methods
Grouping and Aggregating Data
Combining, Relating and Reshaping Data
Requirements
Access to a computer with an internet connection
A PC or Mac
Description
Welcome to this course. The pandas library is massive, and it’s common for frequent users to be unaware of many of its more impressive features. Pandas is a popular Python library used by data scientists and analysts worldwide to manipulate and analyze their data. This course presents useful data manipulation techniques in pandas to perform complex data analysis in various domains. This course will teach you how to be more productive with data and generate real business insights to inform your decision-making. You will be guided through real-world data science problems and shown how to apply key techniques in the context of realistic examples and exercises. Engaging activities will then challenge you to apply your new skills in a way that prepares you for real data science projects.You’ll see how experienced data scientists tackle a wide range of problems using data analysis with pandas. You will learn how to use pandas to perform data analysis in Python. You will start with an overview of data analysis and iteratively progress from modeling data, to accessing data from remote sources, performing numeric and statistical analysis, through indexing and performing aggregate analysis, and finally to visualizing statistical data and applying pandas to finance.In this course, you'll learn:Learn How to Access and load data from different sources using pandasMaster the fundamentals of pandas to quickly begin exploring any datasetIsolate any subset of data by properly selecting and querying the dataWork with a range of data types and structures to understand your dataSplit data into independent groups before applying aggregations and transformations to each groupRestructure data into tidy form to make data analysis and visualization easierPerform data transformation to prepare it for analysisPrepare real-world messy datasets for machine learningCombine and merge data from different sources through pandas SQL-like operationsUse Matplotlib for data visualization to create a variety of plotsCreate data models to find relationships and test hypothesesManipulate time-series data to perform date-time calculationsUtilize pandas unparalleled time series functionalityCreate beautiful and insightful visualizations through pandas direct hooks to Matplotlib and SeabornOptimize your code to ensure more efficient business data analysisAt the end of this course, you’ll have the knowledge, skills, and confidence you need to solve your own challenging data science problems with pandas.
Overview
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Welcome/1 - Introduction English.vtt
2.6 KB
~Get Your Files Here !/1 - Welcome/1 - Introduction.mp4
13.5 MB
~Get Your Files Here !/2 - Getting Started/10 - Learning Crud English.vtt
8.1 KB
~Get Your Files Here !/2 - Getting Started/10 - Learning Crud Read Series.mp4
48.1 MB
~Get Your Files Here !/2 - Getting Started/11 - Learning Crud English.vtt
8.7 KB
~Get Your Files Here !/2 - Getting Started/11 - Learning Crud Update & Delete Series.mp4
49.8 MB
~Get Your Files Here !/2 - Getting Started/12 - Learning Pandas Series English.vtt
5.6 KB
~Get Your Files Here !/2 - Getting Started/12 - Learning Pandas Series Summary Statistics.mp4
27.6 MB
~Get Your Files Here !/2 - Getting Started/13 - Duplicates in Pandas Series English.vtt
7.4 KB
~Get Your Files Here !/2 - Getting Started/13 - Duplicates in Pandas Series.mp4
35.3 MB
~Get Your Files Here !/2 - Getting Started/14 - A Brief Intro to NaN English.vtt
7.2 KB
~Get Your Files Here !/2 - Getting Started/14 - A Brief Intro to NaN.mp4
34 MB
~Get Your Files Here !/2 - Getting Started/15 - Learn About Plot Series English.vtt
3.2 KB
~Get Your Files Here !/2 - Getting Started/15 - Learn About Plot Series Plotting in Pandas.mp4
16.9 MB
~Get Your Files Here !/2 - Getting Started/16 - Section Summary English.vtt
5.7 KB
~Get Your Files Here !/2 - Getting Started/16 - Section Summary.mp4
23.1 MB
~Get Your Files Here !/2 - Getting Started/2 - Understanding Why Using Pandas English.vtt
4.7 KB
~Get Your Files Here !/2 - Getting Started/2 - Understanding Why Using Pandas.mp4
9.1 MB
~Get Your Files Here !/2 - Getting Started/3 - Learn About Series in Pandas English.vtt
3.2 KB
~Get Your Files Here !/2 - Getting Started/3 - Learn About Series in Pandas.mp4
9.4 MB
~Get Your Files Here !/2 - Getting Started/4 - Understanding Numpy English.vtt
5.6 KB
~Get Your Files Here !/2 - Getting Started/4 - Understanding Numpy.mp4
30.7 MB
~Get Your Files Here !/2 - Getting Started/5 - Understanding Pandas Series English.vtt
3.4 KB
~Get Your Files Here !/2 - Getting Started/5 - Understanding Pandas Series.mp4
20.9 MB
~Get Your Files Here !/2 - Getting Started/6 - Understanding Boolean Array and Index English.vtt
8.2 KB
~Get Your Files Here !/2 - Getting Started/6 - Understanding Boolean Array and Index.mp4
44.8 MB
~Get Your Files Here !/2 - Getting Started/7 - Understanding Pandas Data Types English.vtt
3.9 KB
~Get Your Files Here !/2 - Getting Started/7 - Understanding Pandas Data Types.mp4
16.9 MB
~Get Your Files Here !/2 - Getting Started/8 - Understanding Pandas Series in Depth English.vtt
4.6 KB
~Get Your Files Here !/2 - Getting Started/8 - Understanding Pandas Series in Depth.mp4
18.1 MB
~Get Your Files Here !/2 - Getting Started/9 - Introduction to Broadcasting English.vtt
7.5 KB
~Get Your Files Here !/2 - Getting Started/9 - Introduction to Broadcasting.mp4
27.2 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/17 - Introduction English.vtt
4.7 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/17 - Introduction.mp4
17 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/18 - Learning Dataframe English.vtt
6.3 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/18 - Learning Dataframe Learn About Similarities.mp4
27.5 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/19 - Learn How to Create a Dataframe English.vtt
4.4 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/19 - Learn How to Create a Dataframe.mp4
23.5 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/20 - Learn How to Create a Dataframe From CSV Files English.vtt
2.3 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/20 - Learn How to Create a Dataframe From CSV Files.mp4
11 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/21 - Understanding Selection English.vtt
9 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/21 - Understanding Selection.mp4
47.2 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/22 - Understanding Projection English.vtt
4.3 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/22 - Understanding Projection.mp4
20.4 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/23 - Understanding Product Union & Difference English.vtt
15.7 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/23 - Understanding Product Union & Difference.mp4
83.9 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/24 - Dataframes in Depth.mp4
34.7 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/25 - Dataframes English.vtt
8.5 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/25 - Dataframes Learn About Statistics.mp4
38.1 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/26 - Creating Histograms & Transposing Data English.vtt
8.2 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/26 - Creating Histograms & Transposing Data.mp4
42.1 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/27 - Learn How to Tweak Dataframes 1.mp4
37.7 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/27 - Learn How to Tweak Dataframes English.vtt
7.4 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/28 - Learn How to Tweak Dataframes 2.mp4
53.9 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/28 - Learn How to Tweak Dataframes English.vtt
11.5 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/29 - Learn How to Sort Data English.vtt
5.9 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/29 - Learn How to Sort Data.mp4
45.4 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/30 - Learn About Iteration of Dataframes English.vtt
6.3 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/30 - Learn About Iteration of Dataframes.mp4
32.6 MB
~Get Your Files Here !/3 - Learning Pandas Dataframe/31 - Learn How to Set Data English.vtt
5.9 KB
~Get Your Files Here !/3 - Learning Pandas Dataframe/31 - Learn How to Set Data.mp4
