TensorFlow Tutorial 3 - Neural Networks with Sequential and Functional API
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:
https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
2. Deep Learning Specialization Course 1 (Probably don't need to watch all):
https://www.youtube.com/playlist?list=PLkDaE6sCZn6Ec-XTbcX1uRg2_u4xOEky0
2. Deep Learning Specialization Course 2 (Probably don't need to watch all):
https://www.youtube.com/playlist?list=PLkDaE6sCZn6Hn0vK8co82zjQtt3T2Nkqc
I learned a lot and was inspired to make these TensorFlow videos by the TensorFlow Specialization on Coursera. Below you'll find both affiliate and non-affiliate links, the pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
affiliate: https://bit.ly/3t3tgI5
non-affiliate: https://bit.ly/3kZgN5B
GitHub Repository:
https://github.com/aladdinpersson/Machine-Learning-Collection
✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson
❤️ Become a Channel Member:
https://www.youtube.com/channel/UCkzW5JSFwvKRjXABI-UTAkQ/join
✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH
Ethereum: 0xc84008f43d2E0bC01d925CC35915CdE92c2e99dc
▶️ You Can Connect with me on:
Twitter - https://twitter.com/aladdinpersson
LinkedIn - https://www.linkedin.com/in/aladdin-persson-a95384153/
GitHub - https://github.com/aladdinpersson
TensorFlow Playlist:
https://www.youtube.com/playlist?list=PLhhyoLH6IjfxVOdVC1P1L5z5azs0XjMsb
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
Видео TensorFlow Tutorial 3 - Neural Networks with Sequential and Functional API канала Aladdin Persson
Resources or prerequisite videos:
1. 3Blue1Brown:
https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
2. Deep Learning Specialization Course 1 (Probably don't need to watch all):
https://www.youtube.com/playlist?list=PLkDaE6sCZn6Ec-XTbcX1uRg2_u4xOEky0
2. Deep Learning Specialization Course 2 (Probably don't need to watch all):
https://www.youtube.com/playlist?list=PLkDaE6sCZn6Hn0vK8co82zjQtt3T2Nkqc
I learned a lot and was inspired to make these TensorFlow videos by the TensorFlow Specialization on Coursera. Below you'll find both affiliate and non-affiliate links, the pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
affiliate: https://bit.ly/3t3tgI5
non-affiliate: https://bit.ly/3kZgN5B
GitHub Repository:
https://github.com/aladdinpersson/Machine-Learning-Collection
✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson
❤️ Become a Channel Member:
https://www.youtube.com/channel/UCkzW5JSFwvKRjXABI-UTAkQ/join
✅ One-Time Donations:
Paypal: https://bit.ly/3buoRYH
Ethereum: 0xc84008f43d2E0bC01d925CC35915CdE92c2e99dc
▶️ You Can Connect with me on:
Twitter - https://twitter.com/aladdinpersson
LinkedIn - https://www.linkedin.com/in/aladdin-persson-a95384153/
GitHub - https://github.com/aladdinpersson
TensorFlow Playlist:
https://www.youtube.com/playlist?list=PLhhyoLH6IjfxVOdVC1P1L5z5azs0XjMsb
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
Видео TensorFlow Tutorial 3 - Neural Networks with Sequential and Functional API канала Aladdin Persson
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
TensorFlow Tutorial 4 - Convolutional Neural Networks with Sequential and Functional APIHigh dimensional features/embedding visualization with tensor board using tensor flow 2TensorFlow Tutorial 03 - First Neural Network (Training, Evaluation & Prediction)Sequential Model - TensorFlow Essentials #1Learn TensorFlow and Deep Learning fundamentals with Python (code-first introduction) Part 1/2[DL] Keras sequential vs functional API245 - Advantages of keras functional API in defining complex modelsTensorFlow Tutorial 10 - Recurrent Neural Nets (RNN & LSTM & GRU)Functional API - TensorFlow Essentials #2What is YOLO algorithm? | Deep Learning Tutorial 31 (Tensorflow, Keras & Python)11.3 Neuroevolution Flappy Bird with TensorFlow.jsKeras Sequential Model Explained | Keras Sequential Model Example | Keras Tutorial | SimplilearnTensorFlow Tutorial 07 - Functional API + Multi-output ProjectSequential Model - KerasTensorFlow 2.0 Complete Course - Python Neural Networks for Beginners Tutorialtf.keras - 3. XOR With Neural Network (English)TensorFlow 2.0 Crash CourseTensorFlow Models with Functional API, Subclassing and Custom Layers - Full Stack Deep Learning