AutoKeras

Basic API of AutoKeras you own this product

This project is part of the liveProject series Image Classification with AutoKeras

prerequisites: basic Python, pandas, Matplotlib, NumPy, SciPy, scikit-learn, and deep learning/Keras
skills learned: task and Functional API of AutoKeras • training deep learning models automatically with AutoKeras

Xiaotian Han

1 week · 4-6 hours per week · INTERMEDIATE

filed under

Data Science

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liveProject

$19.49

liveProject This project is part of the liveProject series Image Classification with AutoKeras liveProjects give you the opportunity to learn new skills by completing real-world challenges in your local development environment. Solve practical problems, write working code, and analyze real data—with liveProject, you learn by doing. These self-paced projects also come with full liveBook access to select books for 90 days plus permanent access to other select Manning products. $19.49 $29.99 you save $10 (35%)

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In this liveProject, you’ll learn how to use the Task and Functional API of Keras to build an automated deep learning model for image classification. This AutoML approach will allow you to avoid time spent selecting and tuning your deep learning algorithms. You’ll work with the detailed CIFAR dataset of animal images which is easy to access through the TensorFlow Keras API.

This project is designed for learning purposes and is not a complete, production-ready application or solution.

book resources

When you start your liveProject, you get full access to the following books for 90 days.

project author

Xiaotian Han

Xiaotian Han is a Ph.D. student at Texas A&M University, where he works in the field of data mining and automated machine learning. He has published several research papers related to data mining and automated machine learning, and participated in an open-source package, AutoRec, which is highly based on the AutoKeras.

prerequisites

This liveProject is for Python programmers who know the basics of deep learning. To begin this liveProject, you will need to be familiar with the following:

TOOLS

TECHNIQUES

Basic deep learning/Keras

you will learn

In this liveProject, you’ll experiment with the basics of automated machine learning to create models that do not require hyperparameter tuning.

Task and Functional API of AutoKeras
Training deep learning models automatically with AutoKeras
Tuning hyperparameters automatically using the built models

features

Self-paced: You choose the schedule and decide how much time to invest as you build your project.
Project roadmap: Each project is divided into several achievable steps.
Get Help: While within the liveProject platform, get help from other participants and our expert mentors.
Compare with others: For each step, compare your deliverable to the solutions by the author and other participants.
book resources: Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.