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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.
This skill path includes
This skill path includes
Skill level
IntermediateTime to complete
Average based on combined completion rates — individual pacing in lessons, projects, and quizzes may vary10 hoursProjects
6Prerequisites
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!
Certificate of completion available with Plus or Pro
Earn a certificate of completion and showcase your accomplishment on your resume or LinkedIn.
Projects in this skill path
- practice Project
Perceptron Logic Gates
Train Perceptrons to work like logic gates! This simple neuron can act as an AND or an OR gate. - practice 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! - practice 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.
Earn a certificate of completion
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Reviews from learners
- The progress I have made since starting to use codecademy is immense! I can study for short periods or long periods at my own convenience - mostly late in the evenings.ChrisCodecademy Learner @ USA
- I felt like I learned months in a week. I love how Codecademy uses learning by practice and gives great challenges to help the learner to understand a new concept and subject.RodrigoCodecademy Learner @ UK
- Brilliant learning experience. Very interactive. Literally a game changer if you're learning on your own.John-AndrewCodecademy Learner @ USA
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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
PyTorch vs TensorFlow: Choosing the Best Framework for Deep Learning
Learn the differences between PyTorch and TensorFlow using examples and use cases.
Related courses and paths
- Free course
Intro to Deep Learning with TensorFlow
Build basic deep learning models in TensorFlow.Intermediate4 hours - Course
Deep Learning with TensorFlow: Image Classification
Classify image data with deep learning.Intermediate2 hours - Course
Deep Learning with TensorFlow: Classification
Build deep learning models to classify data.Intermediate2 hours
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What's included in skill paths
Practice Projects
Guided projects that help you solidify the skills and concepts you're learning.Assessments
Auto-graded quizzes and immediate feedback help you reinforce your skills as you learn.Certificate of Completion
Earn a document to prove you've completed a course or path that you can share with your network.