Apress – Machine Learning with Regression in Python: With Ordinary Least Squares, Ridge, Decision Trees and Neural Networks Repack

Apress – Machine Learning with Regression in Python: With Ordinary Least Squares, Ridge, Decision Trees and Neural Networks Repack-iLLiTERATE
English | Size: 234.12 MB
Category: Tutorial


In this video, you will learn regression techniques in Python using ordinary least squares, ridge, lasso, decision trees, and neural networks.

We start by exploring a census dataset that captures sales from a business in various counties across the United States. We briefly explore the dataset before moving onto model assumptions and feature engineering. We then implement a linear regression, which is a simple model that is easy to interpret, then move through more complex models to see what best makes predictions on our dataset. To avoid overfitting, we split our dataset and to optimize predictions, we tune hyperparameters with k-folds cross validation. We move through models that are more complex until we arrive at a neural network model. We then use the model with the lowest error metrics on the test dataset and make predictions on a new dataset. Using these predictions, we make a recommendation to the company’s shareholders who want to expand the business about which counties to expand to next.

This modeling process will be done in Python 3 on a Jupyter notebook, so it’s a good idea to have Anaconda installed on your computer so you can follow along. We will structure our notebook to be easy-to-read by others on our team who may want to expand on our analysis.

What You Will Learn
Explore a dataset with Pandas
Transform variables in a dataset to account for non-linearities and optimize predictions
Tune model hyperparameters and score model performance to determine the best model for a given dataset
Use statistical modeling to make recommendations to shareholders

Who This Video Is For
Software professionals with knowledge of Python basics and data scientists looking to apply data science to industry.

WEE ASUMME NO LIIABILLITY FUR A WROONG SPELING
COZ WEE ARRE A NON (iL)LiTERATE GRUP!!

TANNKS TU THE LITERATE ASKII FRIIEND!!

Buy Long-term Premium Accounts To Support Me & Max Speed


RAPIDGATOR
rapidgator.net/file/4354e1197a82528cfe5d4705abbfd043/APRESS_MACHINE_LEARNING_WITH_REGRESSION_IN_PYTHON_WITH_ORDINARY_LEAST_SQUARES_RIDGE_DECISION_TREES_AND_NEURAL_NETWORKS_REPACK-iLLiTERATE.rar.html

NITROFLARE
nitroflare.com/view/E97651A67DAEE89/APRESS_MACHINE_LEARNING_WITH_REGRESSION_IN_PYTHON_WITH_ORDINARY_LEAST_SQUARES_RIDGE_DECISION_TREES_AND_NEURAL_NETWORKS_REPACK-iLLiTERATE.rar

If any links die or problem unrar, send request to goo.gl/aUHSZc
About WoW Team

I'm WoW Team , I love to share all the video tutorials. If you have a video tutorial, please send me, I'll post on my website. Because knowledge is not limited to, irrespective of qualifications, people join hands to help me.

Speak Your Mind

This site uses Akismet to reduce spam. Learn how your comment data is processed.