Welcome to part 2 of the web scraping with Beautiful Soup 4 tutorial mini-series. In this tutorial, we're going to talk about navigating source code to get just the slice of data we want.

Tutorial code: https://pythonprogramming.net/....navigating-pages-scr

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In this tutorial we show how to do transfer learning and fine tuning in Pytorch!

People often ask what courses are great for getting into ML/DL and the two I started with is ML and DL specialization both by Andrew Ng. Below you'll find both affiliate and non-affiliate links if you want to check it out. The pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
ML Course (affiliate): https://bit.ly/3qq20Sx
DL Specialization (affiliate): https://bit.ly/30npNrw
ML Course (no affiliate): https://bit.ly/3t8JqA9
DL Specialization (no affiliate): https://bit.ly/3t8JqA9

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Deep Learning is the the most exciting subfield of Artificial Intelligence, yet the necessary hardware costs keep many people from participating in its research and development. I wanted to see just how cheap a deep learning PC could be built for in 2020, so I did some research and put together a deep learning PC build containing brand new parts that comes out to about 450 US dollars. I chose NewEgg for the parts because it has a global shipping policy, deep learning belongs to the world not just the United States. In this episode, I’m going to walk you through what the deep learning stack looks like (CUDA, Jupyter, PyTorch, etc.) , why i chose the various hardware components, and then I’ll show you how to setup the full deep learning software stack on your PC. Enjoy!

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DIY Deep Learning PC parts list (about $450):
-------------------------------------------------------
GPU (GTX 1650): https://bit.ly/31Jb4Hu
Motherboard (MSI A320M ): https://bit.ly/2uyCaop
Hard Drive (Seagate Firecuda 1TB): https://bit.ly/2tKxUSi
RAM (SK Hynix 8 GB): https://bit.ly/2UMpWD8
Power Supply (Corsair 450W): https://bit.ly/2w74yOT
CPU (AMD Ryzen 3 Series 4 Core 3.1 ghz): https://bit.ly/31HwiFl
PC Case (2 fans built-in): https://bit.ly/39p7IMo
--------------------------------------------------------
Note* - each part price is always fluctuating +/- 10 dollars in price

The ABS $600 pre-built pc:
https://bit.ly/2OJjcCh

PyTorch’s Image Classifier Example:
https://pytorch.org/tutorials/....beginner/blitz/cifar

Linus Tech Tips POV PC Build Guide:
https://www.youtube.com/watch?v=v7MYOpFONCU

Instructables PC Build Guide:
https://www.instructables.com/....id/Build-a-Gaming-Co

Nvidia’s CUDA Documentation:
https://docs.nvidia.com/

Docker:
http://docker.com/

Petronetto’s Deep Learning Docker Image:
https://github.com/petronetto/....docker-python-deep-l

Another Deep Learning Docker Image:
https://github.com/NVAITC/ai-lab

Are you a total beginner to machine learning? Watch this:
https://www.youtube.com/watch?v=Cr6VqTRO1v0

Learn Python:
https://www.youtube.com/watch?v=T5pRlIbr6gg

Live C Programming:
https://www.youtube.com/watch?v=giF8XoPTMFg

CUDA Explained:
https://www.youtube.com/watch?v=1cHx1baKqq0

Hit the Join button above to sign up to become a member of my channel for access to exclusive live streams!

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Can't afford a PC right now? That's OK, use Google Colab for a free cloud GPU:
https://colab.research.google.com/

Credits:
Nvidia team
PyTorch team
Image/GIF assets are from across the Web, i take no credit for them
(except some memes)
Comedy Central (“Nathan for you” clip)

And please support me on Patreon:
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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

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