In this video I will show you how to create an input pipeline when dealing with text. We focus on TextLineDataset which is a quite general method that you can adapt to many different text data structure. In the tutorial I show you mainly demonstrating how to load the imdb dataset from a text file but I also try and give you some ideas and what to do if you're dealing with text data is differently structured, like split over multiple text files or a translation dataset split over two text files.

Download the data (IMDB) used in the video here:
https://www.kaggle.com/dataset..../ff33c576e11e20d0c3a

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 and Dataset Overview
1:39 - Load using TextLineDataset
4:13 - Filtering Dataset
8:12 - Creating Vocabulary
13:43 - Numericalizing with TokenTextEncoder
18:10 - Applying map on datasets
20:35 - Simple Model
22:30 - Dataset in Several Files
25:50 - Sketch Load Translation Dataset
29:22 - Ending

How to implement YOLOv3 from scratch using Pytorch.

If you prefer to read instead of watch there is also a written article:
https://sannaperzon.medium.com..../yolov3-implementati

In this video we'll:
✔️ Recap of YOLO
✔️ YOLOv1 vs YOLOv3 differences
✔️ Implementing the architecture
✔️ Dataset loading of MSCOCO and Pascal VOC
✔️ Loss function
✔️ Setting up training

Original paper:
https://arxiv.org/abs/1804.02767


GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

YOLOv3 repository:
https://bit.ly/3pIIXT8

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

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

⌚️ Timestampo:
0:00 - Introduction
0:50 - Recap of YOLO
6:10 - YOLOv3 vs YOLOv1
14:25 - Model implementation
47:20 - Dataset class
1:14:30 - Loss implementation
1:29:07 - Config file
1:34:24 - Training
1:51:05 - Ending

We are cooking a new surprise for our CODING CHAMPS. 😲
DevTown is being upgraded to SOMETHING NEW, SOMETHING EVEN MORE AWESOME on www.devtown.in 🤩

STAY TUNED! LAUNCHING SOON! 👀

_

DevTown TOO: https://www.youtube.com/channe....l/UCiJIZwRcPvNaEpM0W

C++ Core Concepts: https://www.youtube.com/watch?v=9OYuadA1JcQ&list=PLoZMYiIFH4yOelrLws7lxAqgxK7V7QQEP

_

Register yourself on https://www.devtown.in/events and get a MICROSOFT and GOOGLE certified Certificate for your Bootcamp.

Connect with your mentor
https://www.linkedin.com/in/sinha-shaurya/

Join Campus Ambassador Program:
https://forms.gle/jx1tJnWZguqgPPZ48

Great Careers Start with Best Mentors, and DevTown is the one-stop destination to add value to your learning 💯.


WE WILL BE SHARING REGULAR UPDATES ON BOOTCAMPS IN THE DISCORD SERVER.
Discord: https://discord.gg/8GYWXGZzhP
WhatsApp Link: https://chat.whatsapp.com/KTPR1xwi7ClBlDbG9QY9JW

Connect with us at :
Website : https://www.devtown.in/
Biolink : https://bio.link/devtown
LinkedIn : https://www.linkedin.com/company/devtown-in/
Instagram: https://www.instagram.com/devtown.in/
YouTube: https://www.youtube.com/c/DevTownIndia
Telegram: https://t.me/+SpGlIxJzqmZ4wpJf
Discord: https://discord.gg/8GYWXGZzhP



#devtown #python #deeplearning #backend #machinelearning #artificialintelligence #datascience #webdevelopment #fullstackdeveloper #placements #coding #competitiveprogramming #code #software #programmerlife #developerlife #google #coder #programmers #javascript #python #programmingmemes #html #css #tech #programminglife #technology #codinglife #softwareengineer #programmerhumor #softwaredeveloper #programming

Faithless - Insomnia (Official 4K Video)
Stream Faithless here: https://FaithlessOfficial.lnk.to/StreamAY
Subscribe to Faithless' YouTube Channel: https://FaithlessOfficial.lnk.to/YouTubeAY

Follow Faithless:
Official website - https://www.faithless.co.uk/
Facebook - https://www.facebook.com/Faithless/
Twitter - https://twitter.com/faithless
Instagram - https://www.instagram.com/faithlessofficial/

WATCH INSOMNIA ► https://FaithlessOfficial.lnk.to/VideosAY/youtube
WATCH WE COME 1 ► https://FaithlessOfficial.lnk.to/VideosAY/youtube2
WATCH GOD IS A DJ ► https://FaithlessOfficial.lnk.to/VideosAY/youtube3
WATCH ONE STEP TOO FAR ► https://FaithlessOfficial.lnk.to/VideosAY/youtube4

#Faithless #InsomniaRemix #FaithlessOfficial #Insomnia #InsomniaOfficialAudio #InsonmiaOfficialVideo #FaithlessInsomnia #BestOfFaithless #FaithlessOfficialVideo #FaithlessOfficialAudio #FaithlessInsomnia #NewYearMusic #HappyNewYearMusic #NewYearPlaylist #HappyNewYear

Lyrics

Deep in the bosom of the gentle night
Is when I search for the light
Pick up my pen and start to write
I struggle, fight dark forces In the clear moon light
Without fear
Insomnia

I can't get no sleep

I used to worry, thought I was goin' mad in a hurry
Gettin' stress, makin' excess mess in darkness
No electricity, something's all over me, greasy
Insomnia please release me and let me dream of
Makin' mad love to my girl on the heath
Tearin' off tights with my teeth
But there's no release, no peace
I toss and turn without cease
Like a curse, open my eyes and rise like yeast
At least a couple of weeks
Since I last slept, kept takin' sleepers
But now I keep myself pepped
Deeper still, that night I write by candle light
I find insight, fundamental movement
So when it’s black this insomniac take an original tack
Keep the beast in my nature under ceaseless attack
I gets no sleep
I can't get no sleep

I can't get no sleep

I can't get no sleep

I need to sleep, although I get no sleep

I need to sleep, although I get no sleep