Master Regression & Prediction with Pandas and Python [2025]

Learn to Master Regression and Prediction with Pandas and Python for Data Science, Data Analysis, and Machine Learning
4.94 (234 reviews)
Udemy
platform
English
language
Data Science
category
Henrik Johansson
instructor
Master Regression & Prediction with Pandas and Python [2025]
1,339
students
37.5 hours
content
Mar 2025
last update
$79.99
regular price

What you will learn

Master Regression, Regression analysis, and Prediction both in theory and practice

Master Regression models from simple Regression models to Polynomial Multiple Regression models and advanced Multivariate Polynomial Multiple Regression models

Use Machine Learning Automatic Model Creation and Feature Selection

Use Regularization of Regression models with Lasso Regression and Ridge Regression

Use Decision Tree, Random Forest, XGBoost, and Voting Regression models

Use Feedforward Multilayer Networks and Advanced Regression model Structures

Use effective advanced Residual analysis and tools to judge models goodness-of-fit plus residual distributions

Use the Statsmodels and Scikit-learn libraries for Regression supported by Matplotlib, Seaborn, Pandas, and Python

Master Python 3 programming with Python’s native data structures, data transformers, functions, object orientation, and logic

Use and design advanced Python constructions and execute detailed Data Handling tasks with Python incl. File Handling

Use Python’s advanced object-oriented programming and make your own custom objects, functions and how to generalize functions

Manipulate data and use advanced multi-dimensional uneven data structures

Master the Pandas 2 and 3 library for Advanced Data Handling

Use the language and fundamental concepts of the Pandas library and to handle all aspects of creating, changing, modifying, and selecting Data from a Pandas D

Use file handling with Pandas and how to combine Pandas DataFrames with Pandas concat, join, and merge functions/methods

Perform advanced data preparation including advanced model-based imputation of missing data and the scaling and standardizing of data

Make advanced data descriptions and statistics with Pandas. Rank, sort, cross-tabulate, pivot, melt, transpose, and group data

[Bonus] Make advanced Data Visualizations with Pandas, Matplotlib, and Seaborn

Cloud computing: Use the Anaconda Cloud Notebook (Cloud-based Jupyter Notebook). Learn to use Cloud computing resources

Option: To use the Anaconda Distribution (for Windows, Mac, Linux)

Option: Use Python environment fundamentals with the Conda package management system and command line installing/updating of libraries and packages

Screenshots

Master Regression & Prediction with Pandas and Python [2025] - Screenshot_01Master Regression & Prediction with Pandas and Python [2025] - Screenshot_02Master Regression & Prediction with Pandas and Python [2025] - Screenshot_03Master Regression & Prediction with Pandas and Python [2025] - Screenshot_04
5871790
udemy ID
3/14/2024
course created date
5/30/2024
course indexed date
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course submited by
Master Regression & Prediction with Pandas and Python [2025] - | Comidoc