In this fun project you learn how to build a custom chatbot in Python and then integrate this to a website using Flask and JavaScript.

Starter Files: https://github.com/patrickloeb....er/chatbot-deploymen
Get my Free NumPy Handbook: https://www.python-engineer.com/numpybook
Chatbot with PyTorch Tutorial: https://youtu.be/RpWeNzfSUHw

✅ Write cleaner code with Sourcery, instant refactoring suggestions in VS Code & PyCharm: https://sourcery.ai/?utm_source=youtube&utm_campaign=pythonengineer *

⭐ Join Our Discord : https://discord.gg/FHMg9tKFSN

📓 ML Notebooks available on Patreon:
https://www.patreon.com/patrickloeber

If you enjoyed this video, please subscribe to the channel:
▶️ : https://www.youtube.com/channe....l/UCbXgNpp0jedKWcQiU

~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~

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~~~~~~~~~~~~~~ SUPPORT ME ~~~~~~~~~~~~~~

🅿 Patreon - https://www.patreon.com/patrickloeber

#Python #JavaScript

Timeline:
00:00 - Introduction
01:00 - Setup
05:14 - Project Files
08:15 - Flask app
15:41 - JavaScript code
25:47 - Standalone Frontend

----------------------------------------------------------------------------------------------------------
* This is an affiliate link. By clicking on it you will not have any additional costs, instead you will support me and my project. Thank you so much for the support! 🙏

This tutorial demonstrates how to build and deploy an android app to your smartphone. The app was programmed with python and the kivy framework. Buildozer, the android debug bridge and the ubuntu subsystem were used to build, deploy and debug the android app. This tutorial works also perfectly fine for Ubuntu.

If anything is unclear, feel free to ask and write a comment.


▬ Links ► ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

Code of this tutorial:
https://github.com/denczo/kivy_examples
ADB for Windows:
https://dl.google.com/android/....repository/platform-

▬ Commands ► ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

► Download project
git clone https://github.com/denczo/kivy_examples

► Install buildozer:
git clone https://github.com/kivy/buildozer.git
cd buildozer
sudo python3 setup.py install

► Required libraries and tools:
sudo apt-get update
sudo apt-get install openjdk-8-jdk
sudo apt-get install unzip
sudo apt install python3 python3-pip ipython3
sudo apt install cython
sudo apt-get install autoconf
sudo apt install build-essential libltdl-dev libffi-dev libssl-dev python-dev
sudo pip3 install --upgrade cython
sudo apt-get install zip

► Build & Deployment
buildozer android debug deploy run logcat
adb -s DEVICE_ID logcat *:S python:D
adb -s DEVICE_ID install name.apk

► Connection to phone
adb devices
cmd:
adb tcpip 5555
wsl2 (ubuntu subsystem):
adb connect YOUR_IP:5555


▬ Chapters ► ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

► 0:00 - Intro
► 0:27 - Install Ubuntu Subsystem
► 2:00 - Install Buildozer
► 4:44 - Buildozer Configuration (Buildozer.spec)
► 10:44 - Build .apk with Buildozer
► 13:50 - Connect Android Phone to PC
► 18:25 - Deploy .apk to Android Phone
► 19:27 - Debug App on Android Phone via terminal
► 21:50 - Outro

▬ Programming ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

► Pycharm Community Edition
► Python 3.8.1
► Kivy 2.0

▬ Editing ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

► Sony Vegas Pro Edit 14
► OBS
► t.bone SC400
► Cheap Webcam

Chrome is Slow. Sometimes you might be frustrated with google chrome. That's why you should Ditch Google Chrome, create your own browser with 40 lines of python. This is super fun python project using PyQt5.

#python #project #pyqt5 #python​ #hack​ #python #tutorial​ #free​ #programming​ #fun​ #project​

Code: https://github.com/Programming....Hero1/my_cool_browse

If you face any coding related issues or anything, just join our Discord server and we're waiting for you: https://discord.gg/abk4RTjJjC

Credit for this video goes to Minhaj, Mujahid, Sufi, Shajedul, Geeks for Geeks (https://www.geeksforgeeks.org/....creating-a-simple-br ), and Google Chrome (please don't sue us). Also, we do not own any credit for the images used in this video. Credit goes to the actual owner/creator of the image.

Have you heard of Flutter? It's a modern and polished UI framework to write mobile apps, desktop apps, and even web apps. While interesting, you may have kept your distance because Flutter is a Dart language-based framework. But with the project we're covering today, Flet, many Flutter UIs can now be written in pure Python. Flet is a very exciting development in the GUI space for Python devs. And we have the creator, Feodor Fitsner, here to take us through it.

▬▬▬▬ About the podcast ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

This video is the uncut, live recording of the Talk Python To Me podcast ( https://talkpython.fm ). We cover Python-focused topics every week and publish the edited and polished version in audio form. Subscribe in your podcast player of choice (100% free) at https://talkpython.fm/subscribe.

▬▬▬▬ Guests ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

Feodor on GitHub: https://github.com/FeodorFitsner

▬▬▬▬ Links and resources from the show ▬▬▬▬▬▬▬▬▬▬▬▬

Flet: https://flet.dev/
Flutter: https://flutter.dev/
Dart: https://dart.dev/
Flet Tutorials: https://flet.dev/docs/tutorials
It's All Widgets Showcase: https://itsallwidgets.com/
Roadmap: https://flet.dev/docs/roadmap/
pglet: https://pglet.io/docs/tutorials/python/
Flutter Flow Designer: https://flutterflow.io/
Fluent UI for Flutter Showcase App: https://bdlukaa.github.io/fluent_ui/
macOS UI: https://pub.dev/packages/macos_ui
Flet Mobile Strategy: https://flet.dev/blog/flet-mobile-strategy/
Michael's flutter doctor output: https://talk-python-shared.nyc....3.digitaloceanspaces
Pyscript: https://pyscript.net/

Listen this episode on Talk Python: https://talkpython.fm/episodes/show/378/flet-flutter-apps-in-python
Episode transcripts: https://talkpython.fm/episodes/transcript/378/flet-flutter-apps-in-python

▬▬▬▬ Dive deeper ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Listen to the Talk Python To Me podcast at https://talkpython.fm Over 250 hours of Python courses at https://training.talkpython.fm/courses Follow us on on Mastodon. Michael: https://fosstodon.org/@mkennedy & Talk Python https://fosstodon.org/@talkpython

I made a game using Python and Pygame within the 48 hour time limit of the 50th Ludum Dare with the theme "Delay The Inevitable". I spent about 20 hours working on the game and made all the assets (sfx, artwork, etc) myself. Get the game (+ source code) here:
https://dafluffypotato.itch.io/explont

Music:
OneShot Soulstice - Sunrise Remix [Kamex]
https://youtu.be/fb2rZWzM00Y

Patreon: https://www.patreon.com/dafluffypotato

My Discord Server: https://discord.gg/9Qt2GxF

Potato Tier Patrons:
Abeastsgaming
Agent Effe
Chris Birster
Dale Topley
Eivind Teig
GaryTMSFruitcake
kirat=1

#gamedev #python #pygame

Lets build an image editing app using flask and opencv
Source Code: https://github.com/CodeWithHar....ry/flask-image-edito
►Checkout my English channel here: https://www.youtube.com/channe....l/UC7btqG2Ww0_2LwuQx
►Instagram: www.instagram.com/codewithharry

python, C, C++, Java, JavaScript and Other Cheetsheets [++]:
Playlist: https://www.youtube.com/playli....st?list=PLu0W_9lII9a

►Learn in One Video[++]:
Python[15 Hr]: https://www.youtube.com/watch?v=gfDE2a7MKjA&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Python Advance[3.5 Hr]: https://www.youtube.com/watch?v=61a7UkDO50s&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Python[1 Hr]: https://www.youtube.com/watch?v=qHJjMvHLJdg&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Python[2 Hr]: https://www.youtube.com/watch?v=ihk_Xglr164&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Python[15 Min]:https://www.youtube.com/watch?v=fr1f84rg4Nw&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
JavaScript[1 Hr]: https://www.youtube.com/watch?v=onbBV0uFVpo&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
C[1.3 Hr]-https://www.youtube.com/watch?v=YXcgD8hRHYY&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
php[1 Hr]: https://www.youtube.com/watch?v=xW7ro3lwaCI&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
php[2.3 Hr]:https://www.youtube.com/watch?v=1SnPKhCdlsU&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
php[Project]- https://www.youtube.com/watch?v=-al2bECumKg&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
HTML[30 Min]:https://www.youtube.com/watch?v=E3ByCRqE7Lo&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
CSS[8.5 Hr]:https://www.youtube.com/watch?v=Edsxf_NBFrw&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
CSS[1.4 Hr]:https://www.youtube.com/watch?v=u5-K_ua9sOw&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Wordpress[3.2 Hr]:https://www.youtube.com/watch?v=GlLRYml8mCY&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Angular[2 Hr]:https://www.youtube.com/watch?v=0LhBvp8qpro&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Java[2.3 Hr]:https://www.youtube.com/watch?v=rV_3Lewxx6o&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Web Scraping[1 Hr]:https://www.youtube.com/watch?v=uufDGjTuq34&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
MongoDB[2 Hr]:https://www.youtube.com/watch?v=oSIv-E60NiU&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Numpy[1 Hr]:https://www.youtube.com/watch?v=Rbh1rieb3zc&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Android Dev[12 Hr]- https://www.youtube.com/watch?v=mXjZQX3UzOs
Linux[1 Hr]:https://www.youtube.com/watch?v=_tCY-c-sPZc&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
JQuery[1.1 Hr]:https://www.youtube.com/watch?v=YFlx1C8XwR0&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7
Git and GitHub[1.1 Hr]:https://www.youtube.com/watch?v=gwWKnnCMQ5c&list=PLu0W_9lII9ahKZ42vg2w9ERPmShYbYAB7

►Complete course [playlist]:
React: https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Python-https://www.youtube.com/playli....st?list=PLu0W_9lII9a
OOP Python-https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Java:https://www.youtube.com/playli....st?list=PLu0W_9lII9a
JavaScript- https://www.youtube.com/playli....st?list=PLu0W_9lII9a
PHP-https://www.youtube.com/playli....st?list=PLu0W_9lII9a
C-https://www.youtube.com/playli....st?list=PLu0W_9lII9a
C++-https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Git & GitHub-https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Android Dev- https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Python GUI- https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Web Development- https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Python Django:https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Projects Using HTML, CSS & Javascript- https://www.youtube.com/playli....st?list=PLu0W_9lII9a
Data Structure and Algo:https://www.youtube.com/playli....st?list=PLu0W_9lII9a

Follow Me On Social Media
►Website (created using Django Rest & Angular): https://www.codewithharry.com
►Facebook: https://www.facebook.com/CodeWithHarry
►Instagram: https://www.instagram.com/codewithharry/
Twitter: https://twitter.com/CodeWithHarry
Comment "#HarryBhai" if you read this 😉😉

Do you have a God-given dream that has yet to be fulfilled? Hear about Joyce Meyer's early days in ministry and be encouraged to continue in faith. Watch this episode of Enjoying Everyday Life.

Get Today's Offer From Joyce:
1-800-709-2895
https://joycemeyer.org/Shop
– – – – – – –
Follow Joyce:

WEBSITE: https://joycemeyer.org
FACEBOOK: https://www.facebook.com/JoyceMeyerMinistries/
INSTAGRAM: https://www.instagram.com/JoyceMeyer/
X (Formerly Twitter): https://www.x.com/JoyceMeyer/
– – – – – – –
Joyce Meyer, one of the world’s leading practical Bible teachers and New York Times best-selling author, shares encouragement and advice to help us enjoy our daily lives.

With a heart to share Christ and love people, Joyce’s messages help people in all walks of life to grow in their faith, learn to study the Bible, find healing from the wounds of life, get answers to life’s questions and encounter the love of God in a powerful way.

#JoyceMeyer#EnjoyingEverydayLife

In this Gospel Partner episode, follow Joseph Prince as he expounds on the blessings of the tribe of Asher in Deuteronomy 33 and begin living your best life today, tomorrow, and for the rest of your days!

About Gospel Partner
Gospel Partner is a publishing house committed to advancing the gospel of grace. Our mission is to find ways to make Jesus-centered, grace-based teaching resources completely free for those who cannot afford them.

If you would like to join us in this global publishing mission reaching over 150 nations, and receive access to more than 1,000 sermons by Joseph Prince, visit:https://youtu.be/QpRdfEWPUpo https://bit.ly/3qp2xtK

Here are other ways you can support the mission:
• Become a supporter on Patreon: https://bit.ly/3YDYKpr
• Become a supporter on Buy Me A Coffee: https://bit.ly/3ON5pKB

Through any of these ways above, you will be supporting our ongoing commitment and publishing mission to (1) accelerate our content development work, (2) support the innovation of our technology, and (3) make more resources available for free to people in need. Do note that as we are a publishing house with a focus to advance the Gospel through resources, we do not accept tithes, offerings, and donations.

About this episode
You are watching the sermon, Your Best Days Are Ahead, preached on Jul 23, 2023 by Joseph Prince.

This episode was made free on YouTube because of the support of our gospel partners. Thank you for partnering with us!

Chapters
0:00 In Today's Gospel Partner Episode...
0:42 Welcome Message By Joseph Prince
1:16 01 Introduction: Know your authority as a believer
6:27 02 Real holiness comes from beholding Jesus
16:11 03 Your best days are ahead of you!
21:34 04 The benefits of a joyful heart
30:10 05 Come as you are and receive your miracle
48:05 06 Secrets of Jesus hidden in the tribe of Asher
1:00:10 07 Experience abundance in your family life!
1:11:50 08 Salvation prayer & prayer of blessing

New here? Here's a gift of 7 free sermons to grow in the gospel when you sign up for updates: https://bit.ly/3qt36Tk

If you are dealing with a health challenge, we are believing with you for your breakthrough, and we speak the Lord’s healing over you. As you stand in faith for your complete healing, be sure to practice both faith and wisdom. Be sure to consult a qualified medical practitioner or healthcare provider regarding your health status, and do not, on your own accord, disregard any professional medical advice or stop taking your medication. We are praying for you and look forward to hearing your praise report!

Facing a health challenge? Purchase/request healing scriptures e-book and audio companion now for free: https://bit.ly/3Oh5FzW

Reign over every adversity, lack, and destructive habit. Purchase/request Destined To Reign 15th Anniversary e-book for free: https://bit.ly/45dS3wb

Subscribe and be the first to know when a Gospel Partner episode is released: https://www.youtube.com/c/Jose....phPrinceOnline?sub_c

You can also find us at:
https://www.facebook.com/JosephPrince
https://twitter.com/JosephPrince
https://instagram.com/JosephPrince

#gospelpartner #josephprince #2023sermon

In this Gospel Partner episode, learn what it means to live heavenly-minded and how that can empower you to rise above the trials of life.

About Gospel Partner
Gospel Partner is a publishing house committed to advancing the gospel of grace. Our mission is to find ways to make Jesus-centered, grace-based teaching resources completely free for those who cannot afford them.

If you would like to join us in this global publishing mission reaching over 150 nations, and receive access to more than 1,000 sermons by Joseph Prince, visit:https://youtu.be/8i8HD8sIgVU https://bit.ly/48pO0zg

Here are other ways you can support the mission:
• Become a supporter on Patreon: https://bit.ly/3Pvurgf
• Become a supporter on Buy Me A Coffee: https://bit.ly/48upKfc

Through any of these ways above, you will be supporting our ongoing commitment and publishing mission to (1) accelerate our content development work, (2) support the innovation of our technology, and (3) make more resources available for free to people in need. Do note that as we are a publishing house with a focus to advance the Gospel through resources, we do not accept tithes, offerings, and donations.

About this episode
You are watching the sermon, Living Heavenly-Minded In Tough Times, preached on Sep 10, 2023 by Joseph Prince.

This episode was made free on YouTube because of the support of our gospel partners. Thank you for partnering with us!

Chapters
0:00 In Today's Gospel Partner Episode...
0:40 Welcome Message By Joseph Prince
1:14 01 Introduction: We are citizens of heaven!
10:44 02 Are you on Mount Sinai or Mount Zion?
16:12 03 Start to believe right about who you are!
25:40 04 What it means to have communion with God
37:47 05 Joy is your portion even in troubled times
44:32 06 Learn to cultivate a heavenly-mindset
51:06 07 See Jesus and rise above your trials
57:14 08 Salvation prayer & prayer of blessing

Join our mailing list to receive exclusive teaching content in your email inbox from Joseph and his team: https://bit.ly/3PyDI7p

If you are dealing with a health challenge, we are believing with you for your breakthrough, and we speak the Lord’s healing over you. As you stand in faith for your complete healing, be sure to practice both faith and wisdom. Be sure to consult a qualified medical practitioner or healthcare provider regarding your health status, and do not, on your own accord, disregard any professional medical advice or stop taking your medication. We are praying for you and look forward to hearing your praise report!

Facing a health challenge? Purchase/request healing scriptures e-book and audio companion now for free: https://bit.ly/48rntS2

Reign over every adversity, lack, and destructive habit. Purchase/request Destined To Reign 15th Anniversary e-book for free: https://bit.ly/3rjyGDM

Subscribe and be the first to know when a Gospel Partner episode is released: https://www.youtube.com/c/Jose....phPrinceOnline?sub_c

You can also find us at:
https://www.facebook.com/JosephPrince
https://twitter.com/JosephPrince
https://instagram.com/JosephPrince

#gospelpartner #josephprince #2023sermon

*Discover the secret to unshakable joy and peace today* 👉 https://go.josephprince.org/oct24offer

*Need prayer?* Let us stand in faith with you for your breakthrough! 👉 https://go.josephprince.org/prayer

*Going through a difficult time?* Start our FREE 10-day program on Answers For Dark Nights and Difficult Seasons—now available on Grace Academy 👉 https://go.josephprince.org/darknights

*Support our mission to bring the gospel of grace to the world!* 👉 https://go.josephprince.org/gracelegacybuilder

*Be a part of a grace-based church community!* 👉 https://go.josephprince.org/grco

*Today's Featured Sermon:* Living Heavenly-Minded In Tough Times
(Sermon 703)

Joshua Aaron singing his popular wedding song, "My Beloved" (Ani l'dodi v'dodi li) with his wife Jeannie (LYRICS and info BELOW). Available at: http://www.Joshua-Aaron.com or on itunes at https://goo.gl/dSPEIL.
https://www.facebook.com/JoshuaAaronWorship
https://twitter.com/JAaronWorship

אני לדודי ודודי לי (Ani l'dodi v'dodi li) is taken from Song of Solomon 6:3 and translates, "I am my beloveds and my beloved is mine".

Ani L'Dodi V'Dodi Li
I am my beloved's, my beloved is mine
Ani L'Dodi V'Dodi Li

I have a song that I learned from my Savior
When He gave His life for His bride
Now I sing it for you now that you are mine

It's a song of redemption, of selfless love
That I'm learning from Him, God above
Now I sing it for you my one and only bride

Lai, Lai...

I am no longer mine, I am yours forever
I give it all to you, my beloved x2

Lai, lai...

I will dance with you, I will walk with you
Let no man separate what God has placed together
I will dance with you, I will walk with you
I am yours, you are mine, my beloved x2

Lai, lai...

Ani L'Dodi V'Dodi Li
I am my beloved's, my beloved is mine
Ani L'Dodi V'Dodi Li

Produced by Tim James and Joshua Aaron
Mixed by Ainsley Grosser
Mastered by Jason Shaffer

In this video I will show you how to make 3d models by simply using any 2D image and create a 3D model using Ai

Rodin Gen-1: https://s.deemos.com/1RNF8ED0
Get updates @DeemosTech: https://twitter.com/DeemosTech

The first 99 new users can get 10 extra credits by redeeming this code: X88C8PSQTKT8

MY LINKS
► https://linktr.ee/Naughtyy.juan

Patreon (Blender 3D & AE Tutorials)
► https://patreon.com/naughtyyjuan?utm_...

if ur reading this, ily

#3dmodeling #ai3d #3dgeneration #RodinGen1 #hyper3d

Want to learn more? I’m launching a 6-week live BootCamp for AI Builders.
👉 Learn more: https://maven.com/s/course/13437a45a7
Save 50% at checkout with the code FOUNDER50

This is the 6th video in a series on using large language models (LLMs) in practice. Here, I review key aspects of developing a foundation LLM based on the development of models such as GPT-3, Llama, Falcon, and beyond.

More Resources:
▶️ Series Playlist: https://www.youtube.com/playli....st?list=PLz-ep5RbHos Read more: https://towardsdatascience.com..../how-to-build-an-llm

[1] BloombergGPT: https://arxiv.org/pdf/2303.17564.pdf
[2] Llama 2: https://ai.meta.com/research/p....ublications/llama-2-
[3] LLM Energy Costs: https://www.statista.com/stati....stics/1384401/energy
[4] arXiv:2005.14165 [cs.CL]
[5] Falcon 180b Blog: https://huggingface.co/blog/falcon-180b
[6] arXiv:2101.00027 [cs.CL]
[7] Alpaca Repo: https://github.com/gururise/AlpacaDataCleaned
[8] arXiv:2303.18223 [cs.CL]
[9] arXiv:2112.11446 [cs.CL]
[10] arXiv:1508.07909 [cs.CL]
[11] SentencePience: https://github.com/google/sent....encepiece/tree/maste
[12] Tokenizers Doc: https://huggingface.co/docs/tokenizers/quicktour
[13] arXiv:1706.03762 [cs.CL]
[14] Andrej Karpathy Lecture: https://www.youtube.com/watch?v=kCc8FmEb1nY&t=5307s
[15] Hugging Face NLP Course: https://huggingface.co/learn/n....lp-course/chapter1/7
[16] arXiv:1810.04805 [cs.CL]
[17] arXiv:1910.13461 [cs.CL]
[18] arXiv:1603.05027 [cs.CV]
[19] arXiv:1607.06450 [stat.ML]
[20] arXiv:1803.02155 [cs.CL]
[21] arXiv:2203.15556 [cs.CL]
[22] Trained with Mixed Precision Nvidia: https://docs.nvidia.com/deeple....arning/performance/m
[23] DeepSpeed Doc: https://www.deepspeed.ai/training/
[24] https://paperswithcode.com/method/weight-decay
[25] https://towardsdatascience.com..../what-is-gradient-cl
[26] arXiv:2001.08361 [cs.LG]
[27] arXiv:1803.05457 [cs.AI]
[28] arXiv:1905.07830 [cs.CL]
[29] arXiv:2009.03300 [cs.CY]
[30] arXiv:2109.07958 [cs.CL]
[31] https://huggingface.co/blog/ev....aluating-mmlu-leader
[32] https://www.cs.toronto.edu/~hi....nton/absps/JMLRdropo

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Intro - 0:00
How much does it cost? - 1:30
4 Key Steps - 3:55
Step 1: Data Curation - 4:19
1.1: Data Sources - 5:31
1.2: Data Diversity - 7:45
1.3: Data Preparation - 9:06
Step 2: Model Architecture (Transformers) - 13:17
2.1: 3 Types of Transformers - 15:13
2.2: Other Design Choices - 18:27
2.3: How big do I make it? - 22:45
Step 3: Training at Scale - 24:20
3.1: Training Stability - 26:52
3.2: Hyperparameters - 28:06
Step 4: Evaluation - 29:14
4.1: Multiple-choice Tasks - 30:22
4.2: Open-ended Tasks - 32:59
What's next? - 34:31

https://blogs.imperial.ac.uk/v....ideoarchive/eric-lai
The wonders of magnetism and the linear motor are captured in this 1975 presentation by Professor Eric Laithwaite (1921-1997) former Professor of Heavy Electrical Engineering at Imperial College London.