The goal of this project is to introduce beginners to the basic concepts of machine learning using TensorFlow. The project will include, how to set up the tool and get started as well as understanding the fundamentals of machine learning/neural network model and its key concepts. Learning how to use TensorFlow for implementing machine learning algorithms, data preprocessing, supervised learning. Additionally, learners develop skills in evaluating and deploying machine learning models using TensorFlow.
TensorFlow for Beginners: Basic Binary Image Classification
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Learn, practice, and apply job-ready skills with expert guidance
Beginner level
No prior experience required
90 minutes
Learn at your own pace
Hands-on learning
What you'll learn
1. Build and train a neural network and machine learning models in TensorFlow for image recognition and binary classification tasks
2. Enhance model generalization and performance by using techniques for preprocessing image, including resizing, normalization, and data augmentation
3. Assess neural network models, gauge their precision, and adjust model parameters as necessary to enhance accuracy
Skills you'll practice
Details to know
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Taught in English
No downloads or installation required
Only available on desktop
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About this Guided Project
Learn step-by-step
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Understand the Neural Network theory and the basics of TensorFlow
Dataset load and image preprocessing
Create your first convolutional neural network model for image classification
Evaluate performance of the base model
Address model overfitting issue
Practice activity
Cumulative activity
8 project images
Instructor
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How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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Frequently asked questions
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.