TensorFlow Tutorial 3 - Neural Networks with Sequential and Functional API

Published: 10 August 2020
on channel: Aladdin Persson

132,373

2.3k

In this video we will cover how to build a neural network in TensorFlow 2.0 using the Keras Sequential and Functional API. We also take a look at other details like how we obtain the output features from specific layers and obtaining summaries of the model etc.

Resources or prerequisite videos:
1. 3Blue1Brown:
   • Neural networks

2. Deep Learning Specialization Course 1 (Probably don't need to watch all):
   • Neural Networks and Deep Learning (Co...

2. Deep Learning Specialization Course 2 (Probably don't need to watch all):
   • Improving Deep Neural Networks: Hyper...

❤️ Support the channel ❤️
   / @aladdinpersson

Paid Courses I recommend for learning (affiliate links, no extra cost for you):
⭐ Machine Learning Specialization https://bit.ly/3hjTBBt
⭐ Deep Learning Specialization https://bit.ly/3YcUkoI
⭐ TensorFlow Specialization https://bit.ly/3FmEVK1
📘 MLOps Specialization http://bit.ly/3wibaWy
📘 GAN Specialization https://bit.ly/3FmnZDl
📘 NLP Specialization http://bit.ly/3GXoQuP

✨ Free Resources that are great:
NLP: https://web.stanford.edu/class/cs224n/
CV: http://cs231n.stanford.edu/
Deployment: https://fullstackdeeplearning.com/
FastAI: https://www.fast.ai/

💻 My Deep Learning Setup and Recording Setup:
https://www.amazon.com/shop/aladdinpe...

GitHub Repository:
https://github.com/aladdinpersson/Mac...

✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH

▶️ You Can Connect with me on:
Twitter -   / aladdinpersson
LinkedIn -   / aladdin-persson-a95384153
Github - https://github.com/aladdinpersson

OUTLINE:
0:00 - Introduction
0:40 - Resources for theory
1:06 - Imports
3:13 - Loading Mnist dataset
5:56 - Using Sequential API
14:10 - Using Functional API
17:20 - Extracting specific layer features
19:53 - Suggestions to try out

On this page of the site you can watch the video online TensorFlow Tutorial 3 - Neural Networks with Sequential and Functional API with a duration of hours minute second in good quality, which was uploaded by the user Aladdin Persson 10 August 2020, share the link with friends and acquaintances, this video has already been watched 132,373 times on youtube and it was liked by 2.3 thousand viewers. Enjoy your viewing!

8,445

485