Ms. Coffee Bean explains how a huge collaboration of researchers managed to extract training data from large language models like GPT-2. Why is this even possible and what does this mean for even larger models like GPT-3?
Discussed paper:
" Extracting Training Data from Large Language Models" explained by Carlini et al. 2020.

▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀
🔥 Optionally, pay us a coffee to boost our Coffee Bean production! ☕
Patreon: https://www.patreon.com/AICoffeeBreak
Ko-fi: https://ko-fi.com/aicoffeebreak
▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀

📺 GPT-3 – what you need to know: https://youtu.be/5fqxPOaaqi0

Outline:
* 00:00 Large Language Models
* 01:55 GPT-2
* 02:33 Why is it possible?
* 03:38 k-eidetic memorization
* 04:21 How does the attack work?
* 05:49 How bad is it?
* 08:12 What to do?

📄 Paper explained: Carlini, N., Tramer, F., Wallace, E., Jagielski, M., Herbert-Voss, A., Lee, K., ... & Oprea, A. (2020). Extracting Training Data from Large Language Models. arXiv preprint arXiv:2012.07805. https://arxiv.org/pdf/2012.07805.pdf

-------------------------------------------------------------
🔗 Links:
YouTube: https://www.youtube.com/AICoffeeBreak
Twitter: https://twitter.com/AICoffeeBreak
Reddit: https://www.reddit.com/r/AICoffeeBreak/

#AICoffeeBreak #MsCoffeeBean #GPT #MachineLearning #AI #research

What are Fine-tuning and Embeddings in GPT-3 and how are they useful?
Explained and demonstrated here in 5 minutes in plain, simple English.

Patreon: https://www.patreon.com/daveshap (now includes Discord!)
GATO Framework: https://www.gatoframework.org/

GitHub: https://github.com/daveshap
LinkedIn: https://www.linkedin.com/in/dave-shap-automator/
Twitter: https://twitter.com/d_shap_autom8r

Relevant Subreddits:
Artificial Sentience: https://www.reddit.com/r/ArtificialSentience/
Heuristic Imperatives: https://www.reddit.com/r/HeuristicImperatives/
Autonomous AI: https://www.reddit.com/r/Autonomous_AI/

DISCLAIMER: This video is not medical, financial, or legal advice. This is just my personal story and research findings. Always consult a licensed professional.

I work to better myself and the rest of humanity.

In this video I'll be teaching you how to make your own command line chat gpt that you can use while you can't get access to openai's chat gpt front end. I'll show you in less than 5 minutes how to get it running on free hardware. If you enjoy learning about AI subscribe because this will be one of many open source AI projects I'll be showing you how to run.

🔗 Links
Google Colab | Free Version of Chat GPT - http://bit.ly/3kIpwNo
Github CODE | Run Locally - http://bit.ly/3Df8rRw
Open AI Website - https://openai.com/

📺 Other AI Videos
Clone Voices - http://bit.ly/3XAOU68
Make Art - https://bit.ly/3WSVC6B

🌎 Socials
Twitter - https://twitter.com/TheCodingBranch
GitHub - https://github.com/TheCodingBranch

#googlecolab #googlecloud #openai #chatgpt #commandline #freeai

Build a simple yet powerful chatbot with GPT-3 for free in 5 minutes with only 20 lines of code.

===LINKS===
In-depth blog tutorial: https://medium.com/@techieray/....build-a-basic-gpt-3-

OpenAI signup: https://beta.openai.com/signup
OpenAI API documentation: https://beta.openai.com/docs/introduction/overview

===FOLLOW ME (techie_ray)===
Instagram: https://www.instagram.com/techie_ray/
TikTok: https://www.tiktok.com/@techie_ray
Personal website: https://www.techieray.com/

Get my Free ChatGPT E-Book by joining the Newsletter: https://bit.ly/ChatGPT_Secrets_Newsletter

In this video, I'm revealing how Chat GPT can make you a writing legend! Discover its hidden gems like rephrasing, advanced vocabulary, and book outlines. And get ready to take your writing to the next level with FIVE powerful prompts. So, hit play now, and let's start this journey together!

Links:
💬 Chat GPT: https://chat.openai.com/
🧠 ChatGPT Prompt Engineering Course: https://aiadvantagecourse.com
🤯 E-Book with 750+ ChatGPT Use Cases: https://chatgpt.myaiadvantage.com
🐦 Twitter: https://twitter.com/TheAIAdvantage
📸 Instagram: https://www.instagram.com/ai.advantage/

---------------------------------------------------------------------------------

Prompts:
📝 [length] [writing results] on [topic] in the style of [style]
💬 Rephrase [text]
📚 Provide me with an outline [insert name of the book, movie etc]
🔄 Replace
💼 Act as a professional [insert profession]

Chapters:
0:00 Advantages
0:25 Craft unique prompts
1:01 Essential Keywords
2:49 Upgrade your English
3:37 Proofreading
4:17 Secret formulas

#chatgpt #chatgptprompts #prompts

---------------------------------------------------------------------------------

My Video Equipment:
📷 Camera: https://amzn.to/3wXedn9
🔍 Lens: https://amzn.to/3wZdIck
🎤 Mic: https://amzn.to/3wXedn9
🔊 Audio Mixer: https://amzn.to/3GmPhdj
💡 Light: https://amzn.to/3GmPhdj

Use hyperparameters to get the most out of your fine tuned GPT-3 model. For more details check out my medium post on fine tuning.

https://medium.com/@faizififit....a1/custom-gpt-3-mode

GPT-3 Just got a MAJOR Update! Here's What You Need to Know

▼ Link(s) From Today’s Video:

✩ GPT-3: https://beta.openai.com/playground

✩ GPT-3 Examples: https://beta.openai.com/examples

✩ More About Text Davinci 003: https://beta.openai.com/docs/models/gpt-3

► MattVidPro Website: https://MattVidPro.com

► MattVidPro Discord: https://discord.gg/bQgcbjs2Sg

► Follow Me on Twitter: https://twitter.com/MattVidPro

-------------------------------------------------

▼ Extra Links of Interest:

✩ AI LINKS MASTER LIST: https://www.futurepedia.io/

✩ Lemon Gallery: https://MattVidPro.com/Gallery

✩ General AI Playlist: https://www.youtube.com/playli....st?list=PLrfI66qWYbW

✩ AI I use to edit videos: https://www.descript.com/?lmref=nA4fDg

✩ Second Channel: https://www.youtube.com/channe....l/UC06GdmaEdCdCFwR3N

-------------------------------------------------

Thanks for watching Matt Video Productions! I make all sorts of videos here on Youtube! Technology, Tutorials, and Reviews! Enjoy Your stay here, and subscribe!

All Suggestions, Thoughts And Comments Are Greatly Appreciated… Because I Actually Read Them.

-------------------------------------------------

► Business Contact: [email protected]

Curai's Xavier Amatriain shares how he uses GPT-3 to generate training data for medical summarization.

A link to the paper discussed: https://aclanthology.org/2021.nlpmc-1.9/

---

This clip is part of "Building AI-powered primary care with Curai's CTO, Xavier Amatriain", an episode of the Gradient Dissent podcast.

🌟 Full episode here: https://www.youtube.com/watch?v=JBjt1X_zvvE 🌟

---

Follow Gradient Dissent on Twiter 👉 https://twitter.com/wandb_gd

Google Forms is a great way to collect data from customers or survey respondents, but analyzing that data can take some effort.

In this video, I show you how to use AI language models like GPT-3 to automatically analyze and report on data from Google Forms using PromptLoop.

Google Forms: https://www.google.com/forms/about/
PromptLoop Google Sheets: https://www.promptloop.com/docs

Code: https://github.com/entbappy/OpenAI-GPT-3

Generative Pre-trained Transformer 3 (GPT 3) is an autoregressive language model that uses deep learning to produce human-like text. Given an initial text as prompt, it will produce text that continues the prompt.

Check out my other playlists:
► Complete Python Programming: https://youtube.com/playlist?l....ist=PLkz_y24mlSJaY8Y
► 100 Days of Machine Learning playlist: https://youtube.com/playlist?l....ist=PLkz_y24mlSJY0Zh
► Statistics For Machine Learning: https://youtube.com/playlist?l....ist=PLkz_y24mlSJbmCc
► Object Detection Using YOLO v6: https://youtube.com/playlist?l....ist=PLkz_y24mlSJY3H0
► Object Detection Using YOLO v7: https://youtube.com/playlist?l....ist=PLkz_y24mlSJagh6
► Sign Language Detection Using YOLO v5: https://youtube.com/playlist?l....ist=PLkz_y24mlSJYWpw
►ONNX (Open Neural Network Exchange): https://youtube.com/playlist?l....ist=PLkz_y24mlSJZJx9

😀Please donate if you want to support the channel through Buy me a coffee: https://www.buymeacoffee.com/dswithbappy

This channel focuses on providing content on Data Science, Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision, Natural language processing, Python programming, etc. in Bangla and English.

My mission is to provide inspiration, motivation & good quality education to students for learning and human development, and to become an expert in Artificial Intelligence, Machine Learning, Deep Learning, Computer Vision, Natural language processing, Python programming, and so on.

#dswithbappy aims to change this education system of Bangladesh.
I believe that high-quality education is not just for the privileged few. It is the right of everyone who seeks it. My aim is to bring quality education to every single student. All I need from you is intent, a ray of passion to learn.

Thanks!
#dswithbappy


Connect with me here:
Twitter: https://twitter.com/bappy913873
Facebook: https://www.facebook.com/groups/dswithbappy
instagram: https://www.instagram.com/entbappy/
linkedin : https://www.linkedin.com/in/boktiarahmed73/
Github: https://github.com/entbappy



🙏🙏🙏🙏🙏🙏🙏🙏
YOU JUST NEED TO DO
3 THINGS to support my channel
LIKE
SHARE
&
SUBSCRIBE
TO MY YOUTUBE CHANNEL

In this video I use the new ChatGPT API and Whisper API's to have a conversation. I use my voice as input and ChatGPT speaks back to me using my computer's audio.

0:00 - Demo (What We're Building)
1:10 - High Level Walkthrough / Discussion
5:02 - Gradio User Interface (Microphone Recording)
9:07 - OpenAI Whisper API (Speech to Text)
11:34 - ChatGPT API (Chat Completion)
21:00 - Making OSX Talk
22:06 - Jay-Z Edition (Rapping Therapist)

If you've been enjoying the AI content, I am starting a spinoff channel this year focused on AI in music, gaming, and design at https://youtube.com/@parttimeai
Source Code: https://github.com/hackingthem....arkets/chatgpt-api-w
Twitter: https://twitter.com/parttimelarry
Buy Me a Drank: https://www.buymeacoffee.com/parttimelarry

In this video we use the GPT-3 Rest API to build a simple web application using our custom fine-tuned model from the previous episode. Our web app takes a text prompt and generates lyrics for a Radiohead song based on the input.

To learn how to train your own model, check out the previous video: https://www.youtube.com/watch?v=_RTN8CWFUsc

Learn about the training pipeline of GPT assistants like ChatGPT, from tokenization to pretraining, supervised finetuning, and Reinforcement Learning from Human Feedback (RLHF). Dive deeper into practical techniques and mental models for the effective use of these models, including prompting strategies, finetuning, the rapidly growing ecosystem of tools, and their future extensions.

*Speakers:*
* Andrej Karpathy


*Session Information:*
This video is one of many sessions delivered for the Microsoft Build 2023 event. View the full session schedule and learn more about Microsoft Build at https://build.microsoft.com

BRK216HFS | English (US) | AI


#MSBuild

309 - Training your own Chatbot using GPT​

Code from this video is available on my GitHub page:
https://github.com/bnsreenu/py....thon_for_microscopis

Direct link to the code: https://github.com/bnsreenu/py....thon_for_microscopis/blob/master/309_Training_your_own_Chatbot_using_GPT%E2%80%8B.ipynb


This video tutorial explains how to implement a chatbot using the GPT-2 language model from Hugging Face's Transformers library.
https://huggingface.co/transfo....rmers/v2.2.0/pretrai

Welcome to another exciting tutorial, where I'll be teaching you how to set up and train the OpenAI GPT-2 model using a text file containing the complete works of William Shakespeare! By the end of this video, you'll be able to generate text that resembles the beautiful and unique writing style of the legendary bard himself.

https://colab.research.google.....com/drive/16Z9FxAl-I
https://github.com/brunoklein9....9/deep-learning-note

FOLLOW US
---------------------------------------------------
Twitter: https://twitter.com/rasmurtech
Facebook: https://www.facebook.com/Rasmurtech‎
Instagram: http://instagram.com/rasmurtech
TikTok: https://www.tiktok.com/@rasmuegx4k9