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Hands-on Machine Learning with Python

Duration: One Day Course

Prerequisite: Students must set up their laptops in advance

Python is one of the most popular languages used in machine learning, data science, and predictive analytics. In this hands-on course, you will how to use Python, scikit-learn, and lightgbm to create regression and decision tree models. You will leave with complete code examples that you can use and build on in your own work.

You Will Learn

  • What a classification model is and how to train two types (logistic regression and decision tree classifiers)
  • What a regression model is and how to train two types (linear regression and neural networks)
  • How to perform feature engineering and why it is important
  • How to properly set up a training, cross-validation, and testing workflow
  • How to guard against overfitting with regularization and hyper-parameters

Geared To

  • Individuals with basic Python experience who are new to using Python for data analysis

Laptop Setup

Students must bring their own laptop to the class.

Machine Requirements:

  • Linux, OS X, or Windows
  • 32- or 64-bit computer
  • 8 MB available RAM
  • 600 MB available hard drive space to download and install Anaconda
    (We use Anaconda because it is a free, no-hassle way to install Python and the needed libraries.)

Contact Us to Get Started Today

REQUEST INFORMATION

Yvonne Baho

Yvonne M. Baho Director, Enterprise Learning
Phone: 978.582.7105
Email: ybaho@tdwi.org

TESTIMONIALS

"The instructor was very responsive to input from the class and adapted to meet the needs specific to our context. I especially appreciated the many case studies and focus on assessment."

S. Bessias UNC Healthcare

"Very good overall view of DW concepts and provided valuable insight for such a varied audience."

Jerry Bundt Nestle Purina

"This was the best training class I’ve had in my 20 year career."

Tim Grieb Seattle Children’s Hospital

"The instructor did an excellent job and demonstrated an understanding of real world applications."

Sean Dewulf Con-way Freight

REQUEST INFORMATION

Yvonne Baho Yvonne M. Baho
Director, Enterprise Learning
Phone: 978.582.7105
E-mail: ybaho@tdwi.org
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