In this video we learn how to build much more flexible models using keras subclassing. Previously we've seen how to use Sequential and Functional API and hopefully the example demonstrated in the video shows the power of subclassing. I show how to build a ResNet-like model with skip connections which wouldn't even be possible using the Sequential API.

Watch this video to understand ResNet:
https://youtu.be/ZILIbUvp5lk

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:
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LinkedIn - https://www.linkedin.com/in/al....addin-persson-a95384
GitHub - https://github.com/aladdinpersson

TensorFlow Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

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/playli....st?list=PLZHQObOWTQD

2. Deep Learning Specialization Course 1 (Probably don't need to watch all):
https://www.youtube.com/playli....st?list=PLkDaE6sCZn6

2. Deep Learning Specialization Course 2 (Probably don't need to watch all):
https://www.youtube.com/playli....st?list=PLkDaE6sCZn6

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/aladdinpers....son/Machine-Learning

✅ Equipment I use and recommend:
https://www.amazon.com/shop/aladdinpersson

❤️ Become a Channel Member:
https://www.youtube.com/channe....l/UCkzW5JSFwvKRjXABI

✅ 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/al....addin-persson-a95384
GitHub - https://github.com/aladdinpersson

TensorFlow Playlist:
https://www.youtube.com/playli....st?list=PLhhyoLH6Ijf

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

India is home to some of the world’s most incredible landscapes, culture, and wildlife. Enjoy this 4k Scenic Relaxation film across India’s diverse terrain. From the Himalaya mountains, to animals such as the Bengal Tiger, India has so much to waiting to be experienced. Where is your favorite place in India?

Our other Relaxation films:

Animals Relaxation Film 4K - https://youtu.be/pb-j3svRQLI

Africa Animals Film 4K - https://youtu.be/GRde7WGScrM

Asia Relaxation Film 4K - https://youtu.be/2_kAzyaX7SU

Brazil Relaxation Film 4K - https://youtu.be/1PTs1mqrToM

Japan Relaxation Film 4K - https://youtu.be/D48T0wNm96w

China Relaxation Film 4K - https://youtu.be/vvm8b2jAfv0

South America Film 4K - https://youtu.be/gghgYaYeG_M

Africa Relaxation Film 4K - https://youtu.be/Ee0Qh_nIoHw

Alps Relaxation Film 4K - https://youtu.be/BTMjD7_evjE

USA Relaxation Film 4K - https://youtu.be/4Z9mUjtFJYY

Timestamps:

0:00 - Intro
6:14 - Himalayas
9:46 - Animals of India
12:07 - Jodhpur & Udaipur
13:58 - Delhi & Taj Mahal
15:44 - Varanasi
16:44 - Kerala
19:46 - Kullu Valley & Manali
23:16 - Spiti Valley
24:42 - Ladakh
27:12 - Sikkim
28:25 - Goa & Andaman Islands
33:19 - Uttarakhand
37:12 - Indian Cities
39:10 - Bengal Tiger
40:43 - Asian Elephant
42:48 - Axis Deer (Chital)
44:19 - Gray Langur
46:14 - Nilgai or Blue Bull
47:02 - Sambar Deer
48:28 - Water Buffalo
49:14 - Assorted Animals
52:42 - Across India

Follow us on instagram @scenicrelaxationfilms

Where we get our music - http://share.mscbd.fm/scenicrelaxation
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