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.
Time to completeAverage based on combined completion rates — individual pacing in lessons, projects, and quizzes may vary10 hours
Certificate of completionYes
Prerequisites1 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
Syllabus7 units • 6 lessons • 6 projects • 3 quizzes
Welcome to the Build Deep Learning Models with TensorFlow Skill Path
Overview of material in the Build Deep Learning Models with Tensorflow skill path
Foundations of Deep Learning and Perceptrons
Before developing your own models, take a dive into deep learning fundamentals!
Getting Started with TensorFlow
Build your own neural networks using TensorFlow!
Take a dive into classification models, including image classification, with deep learning neural networks!
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!
Deep Learning Portfolio Project
Put your deep learning skills to the test with your very own portfolio project!
Next steps to take in your deep learning journey!
Projects in this skill path
Perceptron Logic GatesTrain Perceptrons to work like logic gates! This simple neuron can act as an AND or an OR gate.
Implementing Neural NetworksIn 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!
Deep Learning Regression with Admissions DataYou 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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Looking for something else?
What Is Deep Learning?A quick overview of deep learning and its applications
Common Applications of Deep LearningThis article reviews some of deep learning's common applications.
How to set up a deep learning environmentThis article gives detailed instructions on how to set up a deep learning environment.
Related courses and paths
Deep Learning with TensorFlow: ClassificationBuild deep learning models to classify data.2 hours
Deep Learning with TensorFlow: Image ClassificationClassify image data with deep learning.2 hours
Language Models in Python: Generative TextLearn how to generate and translate text using deep learning.With Certificate1 hour
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What's included in skill paths
Practice ProjectsGuided projects that help you solidify the skills and concepts you're learning.
AssessmentsAuto-graded quizzes and immediate feedback help you reinforce your skills as you learn.
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