AutoML with Auto-sklearn Training Course

  1. Artificial Intelligence (AI) Training
  2. Machine Learning Training
  3. AutoML Training
  4. Auto-sklearn Training
  5. AutoML with Auto-sklearn Training Course

Course Code

autosklearn

Duration

14 hours (usually 2 days including breaks)

Requirements

  • Experience with machine learning algorithms.
  • Python programming experience.

Audience

  • Data scientists
  • Data analysts with a technical background

Overview

Auto-sklearn is a Python package built around the scikit-learn machine learning library. It automatically searches for the right learning algorithm for a new machine learning dataset and optimizes its parameters.

This instructor-led, live training (onsite or remote) is aimed at machine learning practitioners who wish to use Auto-sklearn to automate the process of selecting and optimizing a machine learning model.

By the end of this training, participants will be able to:

  • Automate the process of training highly efficient machine learning models.
  • Build highly accurate machine learning models while bypassing the more tedious tasks of selecting, training and testing different models.
  • Use the power of machine learning to solve real-world business problems.

Format of the Course

  • Interactive lecture and discussion.
  • Lots of exercises and practice.
  • Hands-on implementation in a live-lab environment.

Course Customization Options

  • To request a customized training for this course, please contact us to arrange.

Course Outline

Introduction

Setting up a Working Environment

Installing Auto-sklearn

Anatomy of a Standard Machine Learning Workflow

How Auto-sklearn Automates the Machine Learning Workflow

Searching for the Best Neural Network Architecture with NAS (Neural Architecture Search)

Case Study: AutoML with Auto-sklearn

Downloading a Dataset

Building a Machine Learning Model

Training and Testing the Model

Tuning the Hyperparameters

Building, Training, and Testing Additional Models

Tweaking the Hyperparameters to Improve Accuracy

Configuring Auto-sklearn for Deep Learning Models

Troubleshooting

Summary and Conclusion

Related Categories

Related Courses

AutoML with Auto-KerasAutoMLH2O AutoML

Course Discounts

No course discounts for now.

Course Discounts Newsletter

We respect the privacy of your email address. We will not pass on or sell your address to others.
You can always change your preferences or unsubscribe completely.

Some of our clients

is growing fast!

We are looking to expand our presence in New Zealand!

As a Business Development Manager you will:

  • expand business in New Zealand
  • recruit local talent (sales, agents, trainers, consultants)
  • recruit local trainers and consultants

We offer:

  • Artificial Intelligence and Big Data systems to support your local operation
  • high-tech automation
  • continuously upgraded course catalogue and content
  • good fun in international team

If you are interested in running a high-tech, high-quality training and consulting business.

Apply now!