TensorFlow.js - Building the UI for neural network web app
Now that we have Express set up to host a web app for us, let's start building one! In this video, we're going to begin building our first client-side neural network application using TensorFlow.js.
With this app, a user will select an image, submit it to the model, and get a prediction. We won't be restricted to choosing only cat and dog images this time though because we won't be using fine-tuned models this time.
We'll be using original pre-trained models (VGG16 and MobileNet) that were trained on ImageNet, so we'll have a much wider variety of images we can choose from. Once we submit our selected image to the model, the app will give us back the top five predictions for that image from the ImageNet classes.
imagenet_classes.js:
https://github.com/tensorflow/tfjs-ex...
🕒🦎 VIDEO SECTIONS 🦎🕒
00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources
00:30 Help deeplizard add video timestamps - See example in the description
07:39 Collective Intelligence and the DEEPLIZARD HIVEMIND
💥🦎 DEEPLIZARD COMMUNITY RESOURCES 🦎💥
👋 Hey, we're Chris and Mandy, the creators of deeplizard!
👉 Check out the website for more learning material:
🔗 https://deeplizard.com
💻 ENROLL TO GET DOWNLOAD ACCESS TO CODE FILES
🔗 https://deeplizard.com/resources
🧠 Support collective intelligence, join the deeplizard hivemind:
🔗 https://deeplizard.com/hivemind
🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order
👉 Use your receipt from Neurohacker to get a discount on deeplizard courses
🔗 https://neurohacker.com/shop?rfsn=648...
👀 CHECK OUT OUR VLOG:
🔗 / deeplizardvlog
❤️🦎 Special thanks to the following polymaths of the deeplizard hivemind:
Tammy
Mano Prime
Ling Li
🚀 Boost collective intelligence by sharing this video on social media!
👀 Follow deeplizard:
Our vlog: / deeplizardvlog
Facebook: / deeplizard
Instagram: / deeplizard
Twitter: / deeplizard
Patreon: / deeplizard
YouTube: / deeplizard
🎓 Deep Learning with deeplizard:
Deep Learning Dictionary - https://deeplizard.com/course/ddcpailzrd
Deep Learning Fundamentals - https://deeplizard.com/course/dlcpailzrd
Learn TensorFlow - https://deeplizard.com/course/tfcpailzrd
Learn PyTorch - https://deeplizard.com/course/ptcpailzrd
Natural Language Processing - https://deeplizard.com/course/txtcpai...
Reinforcement Learning - https://deeplizard.com/course/rlcpailzrd
Generative Adversarial Networks - https://deeplizard.com/course/gacpailzrd
🎓 Other Courses:
DL Fundamentals Classic - https://deeplizard.com/learn/video/gZ...
Deep Learning Deployment - https://deeplizard.com/learn/video/SI...
Data Science - https://deeplizard.com/learn/video/d1...
Trading - https://deeplizard.com/learn/video/Zp...
🛒 Check out products deeplizard recommends on Amazon:
🔗 https://amazon.com/shop/deeplizard
🎵 deeplizard uses music by Kevin MacLeod
🔗 / @incompetech_kmac
❤️ Please use the knowledge gained from deeplizard content for good, not evil.