Build Deep Learning Models with TensorFlow
Use TensorFlow to build and tune deep learning models.
Includes Python, Deep Learning, Neural Networks, TensorFlow, Keras, and more.
Skill level
IntermediateTime to complete
6 weeksCertificate of completion
YesPrerequisites
1 courseWe suggest you complete the following courses before you get started with Build Deep Learning Models with TensorFlow:- Learn Machine Learning
About this skill path
Deep learning is a cutting-edge form of machine learning inspired by the architecture of the human brain, but it doesn’t have to be intimidating. In this Skill Path, you will use TensorFlow and Keras to train, test, and tune neural networks for regression and classification. Along the way, you will demonstrate your skills by building actual models with real data.
Skills you'll gain
- Train and tune neural networks
- Run regression and classification models
- Choose the right model for the job
Syllabus
7 units • 6 lessons • 6 projects • 3 quizzes- 1
Welcome to the Build Deep Learning Models with TensorFlow Skill Path
Overview of material in the Build Deep Learning Models with Tensorflow skill path
- 2
Foundations of Deep Learning and Perceptrons
Before developing your own models, take a dive into deep learning fundamentals!
- 3
Getting Started with TensorFlow
Build your own neural networks using TensorFlow!
- 4
Classification
Take a dive into classification models, including image classification, with deep learning neural networks!
- 5
Deep Learning in the Real World
Deeper dives into applications of deep learning and how you can use your skills to solve real-world problems!
- 6
Deep Learning Portfolio Project
Put your deep learning skills to the test with your very own portfolio project!
- 7
Next Steps
Next steps to take in your deep learning journey!
Hands-on learning
Don't just watch or read about someone else coding — write your own code live in our online, interactive platform. You'll even get AI-driven recommendations on what you need to review to help keep you on track.
Projects in this skill path
- Project
Perceptron Logic Gates
Train Perceptrons to work like logic gates! This simple neuron can act as an AND or an OR gate. - Project
Implementing Neural Networks
In this project, you will design, train, and evaluate a neural network model performing the task of regression to predict the life expectancy of countries using this dataset using Python and TensorFlow! - Project
Deep Learning Regression with Admissions Data
You will create a regression deep learning model that predicts an applicant's graduate admissions chances based on various parameters, such as grades, test scores, and program rating.
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Related resources
- Article
What Is Deep Learning?
A quick overview of deep learning and its applications - Article
Common Applications of Deep Learning
This article reviews some of deep learning's common applications. - Article
How to set up a deep learning environment
This article gives detailed instructions on how to set up a deep learning environment.
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- Course
Deep Learning with TensorFlow: Classification
Build deep learning models to classify data.Intermediate2 hours - Course
Deep Learning with TensorFlow: Image Classification
Classify image data with deep learning.Intermediate2 hours - Course
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Practice Projects
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