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.
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GitHub Repository:
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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

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Faithless - Insomnia (Official 4K Video)
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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

Watch More Videos : -
1. https://youtu.be/0AzHZ0O17js
2. https://youtu.be/hQoUey2G5cI
3. https://youtu.be/uPYQ_v33PNk
4. https://youtu.be/YJg4G7oeqs4

THESE 8K VIDEOS ARE FOR TV'S FOR DEMO AND TEST THE QUALITY OF ALL 8K TV'S.

= I have done High color correction, Color changing, Raw Videos editing, HDR color Setting, merge files & 8K Export file etc.

Editing Video by
PREETI NAAGAR

This video created for entertainment informative, educational purposes and Film & Animation.

= Music In This Video From :
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Editing Software
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ALL CREDIT GOES TO YOUTUBE

Copyright
= All The footage Was Edited And Color Corrected By Me.
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All other rights reserved.

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