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Look inside
Have you ever spent too long scrolling through your photos to find that one picture you know you took? In this liveProject, you’ll solve that problem—with the power of deep learning!
Your challenge is to create a working image retrieval system that can search images based on text queries: type in ‘dog’ and you’ll get pictures of dogs. You’ll combine cutting-edge natural language processing and computer vision techniques, exploit semantic word representation methods, and train a neural network on social media data using image captions as annotations. This liveProject will develop your skills with PyTorch, and be an impressive piece for your data science portfolio.
Your challenge is to create a working image retrieval system that can search images based on text queries: type in ‘dog’ and you’ll get pictures of dogs. You’ll combine cutting-edge natural language processing and computer vision techniques, exploit semantic word representation methods, and train a neural network on social media data using image captions as annotations. This liveProject will develop your skills with PyTorch, and be an impressive piece for your data science portfolio.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
prerequisites
This liveProject is for accomplished (intermediate) Python programmers who have developed basic neural networks and are comfortable setting up a training environment for machine learning. To begin this liveProject you will need to be familiar with:TOOLS
- Intermediate Python
- Beginner PyTorch
- Basics of machine learning
- Basics of computer vision
- Basics of natural language processing
- Basics of neural networks
- Setting up a neural network training environment
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.
related titles
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Deep Learning for Multimodal Image Retrieval project for free
Deep Learning for Multimodal Image Retrieval project for free
team
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$49.99
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only $33.33 per month
- five seats for your team
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- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
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Deep Learning for Multimodal Image Retrieval project for free
