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TORRENT DETAILS
Mastering Data Analysis With Polars In Python - Crash Course
TORRENT SUMMARY
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Unlock the Power of Polars for Fast and Efficient Data Analysis in Python - Dive into Data Science Today!
What you'll learn:
Understand the fundamentals of Polars, a high-performance data manipulation library in Python.
Learn essential data processing techniques including filtering, aggregating, and transforming data.
Master advanced data manipulation tasks such as joins, groupings, and window functions.
Gain insights into optimizing performance and improving efficiency when working with large datasets.
Develop the skills to tackle complex data analysis challenges and derive meaningful insights.
Explore practical examples and real-world datasets to solidify understanding.
Become proficient in leveraging Polars for fast and efficient data analysis in Python.
Understand techniques for working with large CSV files efficiently using Polars.
Learn strategies to optimize memory usage and processing speed when dealing with massive datasets.
Gain practical experience in applying Polars to analyze and manipulate extensive CSV datasets with ease.
Requirements:
Basic understanding of Python programming.
Familiarity with data structures like lists, dictionaries, and tuples.
Prior knowledge of data analysis concepts is beneficial but not required.
Access to a computer with Python and Polars library installed (installation instructions will be provided).
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/1. Installing Python and Setting Up Your Environment.mp4
35.4 MB
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/2. How To create VENV.mp4
23.3 MB
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/3. How to Install Python 3 and Use Virtual Environments (venv) on Windows- Article.html
3.8 KB
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/4. How to Install Python 3 and Use Virtual Environments (venv) on linux- Article.html
3.7 KB
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/5. How to Install Python 3 and Use Virtual Environments (venv) on Mac- Article.html
4.2 KB
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/6. How to Install Jupyter Lab - Practicle.mp4
30.6 MB
~Get Your Files Here !/1. Introduction and Setting Up Your Environment/7. How to Install Jupyter Lab - Article.html
7.4 KB
~Get Your Files Here !/2. Python Programming Foundations/1. Functions in Python Definition and Usage.mp4
24.7 MB
~Get Your Files Here !/2. Python Programming Foundations/2. Functions in Python Definition and Usage - QUIZ.html
169 B
~Get Your Files Here !/2. Python Programming Foundations/3. Functions in Python Definition and Usage - Code Exercise.html
169 B
~Get Your Files Here !/2. Python Programming Foundations/4. Modules and Packages Organizing Code.mp4
22 MB
~Get Your Files Here !/2. Python Programming Foundations/5. Modules and Packages Organizing Code - QUIZ.html
169 B
~Get Your Files Here !/2. Python Programming Foundations/6. Modules and Packages Organizing Code - Coding Exercise.html
169 B
~Get Your Files Here !/2. Python Programming Foundations/7. Understanding Python Classes and Objects.mp4
42.7 MB
~Get Your Files Here !/2. Python Programming Foundations/8. Understanding Python Classes and Objects - QUIZ.html
169 B
~Get Your Files Here !/2. Python Programming Foundations/9. Understanding Python Classes and Objects - Coding Exercise.html
169 B
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/1. Getting Started with Series Polars Basic Operations.mp4
38.1 MB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/1.1 code.ipynb
3.9 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/2. Getting Started with DataFrame Polars Basic Operations.mp4
28.9 MB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/2.1 code.ipynb
7.9 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/3. Reading and Writing CSV Files with Polars.mp4
35.6 MB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/3.1 code.ipynb
11.6 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/3.2 output.csv
481 B
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/3.3 tips.csv
18.1 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/4. Reading and Writing Excel Files with Polars.mp4
12.8 MB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/4.1 code.ipynb
3.3 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/4.2 example.xlsx
8.4 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/5. Converting Pandas DataFrames to Polars.mp4
18.6 MB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/5.1 code.ipynb
6.2 KB
~Get Your Files Here !/3. Introduction to Polars and Data Analysis/6. Test your understanding of basic Polars concepts..html
169 B
~Get Your Files Here !/4. Basic Data Processing with Polars/1. Introduction to Filtering and Selecting Data in Polars.mp4
29.6 MB
~Get Your Files Here !/4. Basic Data Processing with Polars/1.1 code.ipynb
10.9 KB
~Get Your Files Here !/4. Basic Data Processing with Polars/2. Filtering Data with Polars.mp4
22.9 MB
~Get Your Files Here !/4. Basic Data Processing with Polars/2.1 code.ipynb
9.8 KB
~Get Your Files Here !/4. Basic Data Processing with Polars/3. Selecting Columns and Rows with Polars.mp4
29.2 MB
~Get Your Files Here !/4. Basic Data Processing with Polars/3.1 code.ipynb
8.6 KB
~Get Your Files Here !/4. Basic Data Processing with Polars/4. Slicing and Sampling Data with Polars.mp4
28.3 MB
~Get Your Files Here !/4. Basic Data Processing with Polars/4.1 code.ipynb
6.3 KB
~Get Your Files Here !/4. Basic Data Processing with Polars/5. Sorting Data with Polars.mp4
32.4 MB
~Get Your Files Here !/4. Basic Data Processing with Polars/5.1 code.ipynb
7 KB
~Get Your Files Here !/4. Basic Data Processing with Polars/6. Basic Data Processing with Polars QUIZ.html
169 B
~Get Your Files Here !/5. Aggregations and Grouping in Polars/1. Introduction to Aggregations and Grouping in Polars.mp4
41.3 MB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/1.1 code.ipynb
8.5 KB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/2. Aggregating Data with Polars min, max, mean, median, sum.mp4
22.4 MB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/2.1 code.ipynb
4.7 KB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/3. Ranking Data with Polars.mp4
40.9 MB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/3.1 code.ipynb
7.5 KB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/4. Grouping Data with Polars.mp4
41 MB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/4.1 code.ipynb
7.6 KB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/5. Pivot Tables and Cross-Tabulations with Polars.mp4
53 MB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/5.1 code.ipynb
6.5 KB
~Get Your Files Here !/5. Aggregations and Grouping in Polars/6. Aggregations and Grouping in Polars QUIZ.html
169 B
~Get Your Files Here !/6. Merging DataFrames with Polars/1. Joins and Concatenations Lecture.mp4
85.8 MB
~Get Your Files Here !/6. Merging DataFrames with Polars/1.1 code.ipynb
13.4 KB
~Get Your Files Here !/6. Merging DataFrames with Polars/2. Understanding Concatenation in Polars.html
3.2 KB
~Get Your Files Here !/6. Merging DataFrames with Polars/3. Understanding Join Types in Polars.html
4.8 KB
~Get Your Files Here !/6. Merging DataFrames with Polars/4. Merging DataFrames with Polars QUIZ.html
169 B
~Get Your Files Here !/7. Optimizing Performance with Polars/1. Memory Management Handling Large Datasets with Polars.mp4
52 MB
~Get Your Files Here !/7. Optimizing Performance with Polars/1.1 code.ipynb
7.9 KB
~Get Your Files Here !/7. Optimizing Performance with Polars/2. Parallel Processing Speeding Up Data Analysis with Polars.mp4
42 MB
~Get Your Files Here !/7. Optimizing Performance with Polars/2.1 code.ipynb
5.1 KB
~Get Your Files Here !/7. Optimizing Performance with Polars/3. Optimizing Performance with Polars QUIZ.html
169 B
~Get Your Files Here !/8. Real-world Applications and Case Studies/1. Analyzing Financial Data with Polars.mp4
97.4 MB
~Get Your Files Here !/8. Real-world Applications and Case Studies/2. Real-world Applications and Case Studies QUIZ.html
169 B
~Get Your Files Here !/9. Conclusion/1. Conclusion And Recap.mp4
