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Generative AI
3,919 Views ยท 3 years ago

๐Ÿ”ฅ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐๐ข๐  ๐ƒ๐š๐ญ๐š ๐‡๐š๐๐จ๐จ๐ฉ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž (๐”๐ฌ๐ž ๐‚๐จ๐๐ž: ๐˜๐Ž๐”๐“๐”๐๐„๐Ÿ๐ŸŽ) : https://www.edureka.co/big-dat....a-hadoop-training-ce
This Edureka video on "Hadoop Pig Tutorial" will provide you with detailed knowledge about Hadoop Pig and the functionalities it can perform.

00:00:00 Introduction
00:00:13 Agenda for today's Session
00:00:51 MapReduce Way
00:02:33 Why go for PIG when MR is there?
00:03:13 Apache Pig vs MapReduce
00:04:20 Why Apache Pig?
00:06:00 Twitter Case Study
00:07:03 High Level Implementation
00:07:47 Detailed Implementation Flow
00:11:32 Apache Pig Architecture
00:12:33 Apache Pig Components
00:13:36 Pig Running Modes
00:16:25 Pig Data Model - Tuple and Bag
00:17:58 Pig Data Model - Map and Atom
00:19:26 Pig Operators
00:32:39 Analysing Logs Using Apache Pig

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Generative AI
3,210 Views ยท 3 years ago

๐Ÿ”ฅ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐‘๐ž๐š๐œ๐ญ ๐‰๐’ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž : https://www.edureka.co/reactjs....-redux-certification (Use code "๐˜๐Ž๐”๐“๐”๐๐„๐Ÿ๐ŸŽ")
This Edureka video on "๐–๐ก๐š๐ญ ๐ข๐ฌ ๐‘๐ž๐š๐œ๐ญ๐‰๐’ ?" will help you understand the fundamentals of ReactJS and help you in building a strong foundation in React by understanding the advantages of ReactJS along with its features and major aspects. Below are the topics covered in this What is ReactJS video
00:00:00 Introduction
00:00:45 Agenda
00:01:05 What is ReactJS?
00:02:07 Aspects of ReactJS
00:03:52 Installation of ReactJS
00:09:56 Programming in ReactJS

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Generative AI
3,025 Views ยท 3 years ago

๐Ÿ”ฅ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐‘๐ž๐š๐œ๐ญ ๐‰๐’ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐  ๐‚๐จ๐ฎ๐ซ๐ฌ๐ž
: https://www.edureka.co/reactjs....-redux-certification code "๐˜๐Ž๐”๐“๐”๐๐„๐Ÿ๐ŸŽ")
In this Edureka video on "๐‘๐ž๐š๐œ๐ญ ๐‘๐จ๐ฎ๐ญ๐ž๐ซ ๐“๐ฎ๐ญ๐จ๐ซ๐ข๐š๐ฅ",you will learn about React, Routing, React Router, the need of React Router and React Router DOM. Moving on, it will also explain the components and the various types of React Router. This video also contains the installation & demo with detailed explanation.
00:00:00 Introduction
00:00:39 Agenda
00:01:13 What is React
00:02:01 What is React Router
00:04:06 Why React Router
00:04:35 Installation
00:06:01 Components of React Router
00:07:47 Types of React Router

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๐Ÿ”ต Azure Cloud Engineer Masters Program: http://bit.ly/3AEBHzH

๐Ÿ”ด ๐„๐๐ฎ๐ซ๐ž๐ค๐š ๐”๐ง๐ข๐ฏ๐ž๐ซ๐ฌ๐ข๐ญ๐ฒ ๐๐ซ๐จ๐ ๐ซ๐š๐ฆ๐ฌ

๐ŸŒ• Post Graduate Program in DevOps with Purdue University: https://bit.ly/3Ov52lT

๐Ÿ”ต Advanced Certificate Program in Data Science with E&ICT Academy, IIT Guwahati: http://bit.ly/3V7ffrh


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Please write back to us at [email protected] or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

Generative AI
3,480 Views ยท 3 years ago

#graphgpt #gpt3 #machinelearning
GraphGPT converts unstructured natural language into a knowledge graph. Pass in the synopsis of your favorite movie, a passage from a confusing Wikipedia page, or a transcript from a video to generate a graph visualization of entities and their relationships. A classic use case of prompt engineering.

Github: https://github.com/varunshenoy/GraphGPT
Demo: https://graphgpt.vercel.app/

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#techviz #datascienceguy #deeplearning #ai #transformers #knowledgegraph #promptengineering

Generative AI
2,903 Views ยท 3 years ago

In this video, I go over how to download and run the open-source implementation of GPT3, called GPT Neo. This model is 2.7 billion parameters, which is the same size as GPT3 Ada. The results are very good and are a large improvement over GPT-2. I am excited to play around with this model more and for the future of even larger NLP models.

Notebook https://github.com/mallorbc/GPTNeo_notebook
GPT Neo github https://github.com/EleutherAI/gpt-neo (use the first release tag)
GPT Neo HuggingFace docs https://huggingface.co/transfo....rmers/model_doc/gpt_
A useful article about transformer parameters https://huggingface.co/blog/how-to-generate

00:00 - GPT3 Background
01:07 - GPT3 Interview
02:06 - GPT Neo Github
03:14 - GPT Neo HuggingFace
03:52 - Setting up Anaconda and Jupyter
05:05 - Starting the Jupyter notebook
06:14 - Installing dependencies in the notebook
06:58 - Importing needed dependencies
07:33 - Selecting what GPT model to use
08:45 - Checking our computer hardware
09:36 - Loading the tokenizer
09:55 - Giving our inputs
10:39 - Generating the tokens with the model
11:42 - Decoding and reading the result
13:22 - Reflections on Transformers
14:26 - Outro questions future work

Generative AI
4,083 Views ยท 3 years ago

#gpt3 #openai #gpt-3

How far can you go with ONLY language modeling? Can a large enough language model perform NLP task out of the box? OpenAI take on these and other questions by training a transformer that is an order of magnitude larger than anything that has ever been built before and the results are astounding.

OUTLINE:
0:00 - Intro & Overview
1:20 - Language Models
2:45 - Language Modeling Datasets
3:20 - Model Size
5:35 - Transformer Models
7:25 - Fine Tuning
10:15 - In-Context Learning
17:15 - Start of Experimental Results
19:10 - Question Answering
23:10 - What I think is happening
28:50 - Translation
31:30 - Winograd Schemes
33:00 - Commonsense Reasoning
37:00 - Reading Comprehension
37:30 - SuperGLUE
40:40 - NLI
41:40 - Arithmetic Expressions
48:30 - Word Unscrambling
50:30 - SAT Analogies
52:10 - News Article Generation
58:10 - Made-up Words
1:01:10 - Training Set Contamination
1:03:10 - Task Examples

https://arxiv.org/abs/2005.14165
https://github.com/openai/gpt-3

Abstract:
Recent work has demonstrated substantial gains on many NLP tasks and benchmarks by pre-training on a large corpus of text followed by fine-tuning on a specific task. While typically task-agnostic in architecture, this method still requires task-specific fine-tuning datasets of thousands or tens of thousands of examples. By contrast, humans can generally perform a new language task from only a few examples or from simple instructions - something which current NLP systems still largely struggle to do. Here we show that scaling up language models greatly improves task-agnostic, few-shot performance, sometimes even reaching competitiveness with prior state-of-the-art fine-tuning approaches. Specifically, we train GPT-3, an autoregressive language model with 175 billion parameters, 10x more than any previous non-sparse language model, and test its performance in the few-shot setting. For all tasks, GPT-3 is applied without any gradient updates or fine-tuning, with tasks and few-shot demonstrations specified purely via text interaction with the model. GPT-3 achieves strong performance on many NLP datasets, including translation, question-answering, and cloze tasks, as well as several tasks that require on-the-fly reasoning or domain adaptation, such as unscrambling words, using a novel word in a sentence, or performing 3-digit arithmetic. At the same time, we also identify some datasets where GPT-3's few-shot learning still struggles, as well as some datasets where GPT-3 faces methodological issues related to training on large web corpora. Finally, we find that GPT-3 can generate samples of news articles which human evaluators have difficulty distinguishing from articles written by humans. We discuss broader societal impacts of this finding and of GPT-3 in general.

Authors: Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henighan, Rewon Child, Aditya Ramesh, Daniel M. Ziegler, Jeffrey Wu, Clemens Winter, Christopher Hesse, Mark Chen, Eric Sigler, Mateusz Litwin, Scott Gray, Benjamin Chess, Jack Clark, Christopher Berner, Sam McCandlish, Alec Radford, Ilya Sutskever, Dario Amodei

Links:
YouTube: https://www.youtube.com/c/yannickilcher
Twitter: https://twitter.com/ykilcher
BitChute: https://www.bitchute.com/channel/yannic-kilcher
Minds: https://www.minds.com/ykilcher

Generative AI
3,036 Views ยท 3 years ago

In this short clip, Dr. Craig Booth explains what a Large Language Model (LLM) is and how they work. LLMs are the foundational technology category behind models like GPT3, BERT, and other generative AI models.

To watch the complete webinar, go to: https://www.youtube.com/watch?v=LgtDe7ufSRA

Generative AI
3,638 Views ยท 3 years ago

In this video I show you how to setup and install GPT4All and create local chatbots with GPT4All and LangChain! Privacy concerns around sending customer and organizational data to OpenAI APIs is a huge issue in AI right now but using local models like GPT4All, LLaMa, Alpaca etc can be a viable alternative.

I did some research and figured out how to make your own version of ChatGPT trained on your own data (PDFs, docs etc) using only open source models like GPT4All which is based on GPT-J or LLaMa depending on the version you use. LangChain has great support for models like these so in this video we use LangChain to integrate LLaMa embeddings with GPT4All and a FAISS local vector database to store out documents.

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Mentioned in the video:
Code: https://github.com/wombyz/gpt4....all_langchain_chatbo
GPT4ALL (Pre-Converted):
https://huggingface.co/mrgaang..../aira/blob/main/gpt4
Embedding Model:
https://huggingface.co/Pi3141/....alpaca-native-7B-ggm
Mac User Troubleshooting: https://docs.google.com/docume....nt/d/1JDMBTOjbRtJo49

Timestamps:
0:00 - What is GPT4All?
2:28 - Setup & Install
7:13 - LangChain + GPT4All
11:42 - Custom Knowledge Query
19:42 - Chatbot App
24:19 - My Thoughts on GPT4All

About Me ๐Ÿ‘‹๐Ÿผ
Hi! My name is Liam Ottley and Iโ€™m an AI developer and entrepreneur, founder of my own AI development company: Morningside AI (https://morningside.ai). Youโ€™ve found my YouTube channel where I help other entrepreneurโ€™s wrap their heads around AI with tutorials on how to get started with building AI apps!

With developments in AI moving so fast, Iโ€™m constantly working on my own projects and those of clients and sharing my learnings with my viewers 2-3x per week.

I donโ€™t have anything to sell you, my only hope is that one day some of you will learn enough from my videos to see an exciting opportunity in the AI space and want to work with my development company to make it a reality.

Generative AI
3,167 Views ยท 3 years ago

In this talk, we will cover the basics of Reinforcement Learning from Human Feedback (RLHF) and how this technology is being used to enable state-of-the-art ML tools like ChatGPT. Most of the talk will be an overview of the interconnected ML models and cover the basics of Natural Language Processing and RL that one needs to understand how RLHF is used on large language models. It will conclude with open question in RLHF.

RLHF Blogpost: https://huggingface.co/blog/rlhf
The Deep RL Course: https://hf.co/deep-rl-course
Slides from this talk: https://docs.google.com/presen....tation/d/1eI9PqRJTCF
Nathan Twitter: https://twitter.com/natolambert
Thomas Twitter: https://twitter.com/thomassimonini

Nathan Lambert is a Research Scientist at HuggingFace. He received his PhD from the University of California, Berkeley working at the intersection of machine learning and robotics. He was advised by Professor Kristofer Pister in the Berkeley Autonomous Microsystems Lab and Roberto Calandra at Meta AI Research. He was lucky to intern at Facebook AI and DeepMind during his Ph.D. Nathan was was awarded the UC Berkeley EECS Demetri Angelakos Memorial Achievement Award for Altruism for his efforts to better community norms.

Generative AI
3,579 Views ยท 3 years ago

Did you ever wonder how to create a BERT or GPT2 tokenizer in your own language or on your own corpus? This video will teach you how to do this with any tokenizer of the ๐Ÿค— Transformers library.

This video is part of the Hugging Face course: http://huggingface.co/course
Open in colab to run the code samples:
https://colab.research.google.....com/github/huggingfa

Related videos:
- Building a new tokenizer: https://youtu.be/MR8tZm5ViWU

Don't have a Hugging Face account? Join now: http://huggingface.co/join
Have a question? Checkout the forums: https://discuss.huggingface.co/c/course/20
Subscribe to our newsletter: https://huggingface.curated.co/

Generative AI
3,093 Views ยท 3 years ago

This demo shows how to run large AI models from #huggingface on a Single GPU without Out of Memory error. Take a OPT-175B or BLOOM-176B parameter model .These are large language models and often require very high processing machine or multi-GPU, but thanks to bitsandbytes, in just a few tweaks to your code, you can run these large models on single node.

In this tutorial, we'll see 3 Billion parameter BLOOM AI model (loaded from Hugging Face) and #LLM inference on Google Colab (Tesla T4) without OOM.

This is brilliant! Kudos to the team.

bitsandbytes - https://github.com/TimDettmers/bitsandbytes
Google Colab Notebook - https://colab.research.google.....com/drive/1qOjXfQIAU

Generative AI
3,135 Views ยท 3 years ago

In this video, I will show you how to install PrivateGPT on your local computer. PrivateGPT uses LangChain to combine GPT4ALL and LlamaCppEmbeddeing for information retrieval from documents in different formats including PDF, TXT and CVS. The list of file types can be easily extended with PrivateGPT.

LINKS:
PrivateGPT GitHub: https://github.com/imartinez/privateGPT
Open Embeddings Video: https://youtu.be/ogEalPMUCSY
LLM Playlist: https://www.youtube.com/playli....st?list=PLVEEucA9MYh

โ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌ CONNECT โ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌโ–ฌ
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|๐Ÿ”ด Join the Patreon: Patreon.com/PromptEngineering
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All Interesting Videos:
Everything LangChain: https://www.youtube.com/playli....st?list=PLVEEucA9MYh

Everything LLM: https://youtube.com/playlist?l....ist=PLVEEucA9MYhNF5-

Everything Midjourney: https://youtube.com/playlist?l....ist=PLVEEucA9MYhMdrd

AI Image Generation: https://youtube.com/playlist?l....ist=PLVEEucA9MYhPVgY

Generative AI
3,363 Views ยท 3 years ago

Get notified of the free Python course on the home page at https://www.coursesfromnick.com

Sign up for the Full Stack course here and use YOUTUBE50 to get 50% off:
https://www.coursesfromnick.com/bundl...

Hopefully you enjoyed this video.
๐Ÿ’ผ Find AWESOME ML Jobs: https://www.jobsfromnick.com

Oh, and don't forget to connect with me!
LinkedIn: https://bit.ly/324Epgo
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Join the Discussion on Discord: https://bit.ly/3dQiZsV

Happy coding!
Nick

Generative AI
3,202 Views ยท 3 years ago

Introduction to the world of LLM (Large Language Models) in April 2023. With detailed explanation of GPT-3.5, GPT-4, T5, Flan-T5 to LLama, Alpaca and KOALA LLM, plus dataset sources and configurations.
Including ICL (in-context learning), adapter fine-tuning, PEFT LoRA and classical fine-tuning of LLM explained. When to choose what type of data set for what LLM job?

Addendum: Beautiful, new open-source "DOLLY 2.0" LLM was not published at time of recording, therefore a special link to my video explaining DOLLY 2:
https://youtu.be/kZazs6V3314

A comprehensive LLM /AI ecosystem is essential for the creation and implementation of sophisticated AI applications. It facilitates the efficient processing of large-scale data, the development of complex machine learning models, and the deployment of intelligent systems capable of performing complex tasks.

As the field of AI continues to evolve and expand, the importance of a well-integrated and cohesive AI ecosystem cannot be overstated.

A complete overview of today's LLM and how you can train them for your needs.

#naturallanguageprocessing
#LargeLanguageModels
#chatgpttutorial
#finetuning
#finetune
#ai
#introduction
#overview
#chatgpt

Generative AI
3,780 Views ยท 3 years ago

Dead simple way to run LLaMA on your computer. - https://cocktailpeanut.github.io/dalai/

LLaMa Model Card - https://github.com/facebookres....earch/llama/blob/mai

LLaMa Announcement - https://ai.facebook.com/blog/l....arge-language-model-

โค๏ธ If you want to support the channel โค๏ธ
Support here:
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