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team
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Look inside
In this liveProject, you’ll take on the role of a machine learning engineer working for a company developing augmented reality apps. These apps include games, virtual shopping assistants, and fitness coaches that need to be able to reliably recognize the shape of a human body. Your challenge is to create an application for human pose estimation: detecting a human body in an image and estimating its key points such as knees and elbows. To do this, you’ll build a convolutional neural network from scratch, training your model using Google Colab and your GPU. At the end of this liveProject, you’ll have completed an interactive demo application that uses a simple webcam to detect and predict human keypoints.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
liveProject mentor Satej Sahu shares what he likes about the Manning liveProject platform.
prerequisites
This liveProject is for intermediate Python programmers who are familiar with machine learning. Knowledge of PyTorch and NumPy will be helpful. To begin this liveProject, you will need to be familiar with:TOOLS
- Basics of PIL
- Basics of JSON
- Basics of Matplotlib
- Intermediate PyTorch
- Intermediate NumPy
- Intermediate machine learning concepts such as classification and regression
- Basics of matrix and vector operations
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 fellow participants and even more help with paid sessions with 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.
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Human Pose Estimation with Deep Neural Networks project for free
Human Pose Estimation with Deep Neural Networks project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
- renews monthly, pause or cancel renewal anytime
- renews annually, pause or cancel renewal anytime
-
![]()
Human Pose Estimation with Deep Neural Networks project for free
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
- renews monthly, pause or cancel renewal anytime
- renews annually, pause or cancel renewal anytime
-
![]()
Human Pose Estimation with Deep Neural Networks project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
- renews monthly, pause or cancel renewal anytime
- renews annually, pause or cancel renewal anytime
-
![]()
Human Pose Estimation with Deep Neural Networks project for free
