LLM Process Prompt to Prediction

LLM Process Prompt to Prediction

Natural language processing using generative pre-trained transformers (GPT) algorithms is a rapidly evolving field that offers many opportunities and challenges for application developers. But what is a generative pre-trained transformer, and how does it work? How can you leverage the latest advances in GPT algorithms to create engaging and useful applications? Can my business benefit from creating a GPT powered chat bot?In this demo intensive session Alan will take a deep dive into the architecture of GPT algorithms and the inner workings of ChatGPT. The journey will begin by looking at the fundamental concepts of natural language processing, such as word embedding, vectorization and tokenization. He will then demonstrate how you can apply these techniques to train a GPT2 model that can generate song lyrics, showing the internals of how word sequences are predicted.Alan will then shift the focus to larger language models, such as ChatGPT and GPT4, demonstrating their power, capabilities, and limitations. The use of hyperparameters such as temperature and frequency penalty will be explained and their effect on the generated output demonstrated. He will then cover the concepts of prompt engineering and demonstrate how Retrieval Augmented Generation (RAG) patterns can be leveraged to create a ChatGPT experience based on your own textual data.


Ref: https://www.youtube.com/watch?v=P2cTtiirPnU&list=PL03Lrmd9CiGey6VY_mGu_N8uI10FrTtXZ&index=31

Denne episoden er hentet fra en åpen RSS-feed og er ikke publisert av Podme. Den kan derfor inneholde annonser.

Episoder(131)

Innovating Development: Tools for Speed and Collaboration

Innovating Development: Tools for Speed and Collaboration

The landscape of software development is rapidly evolving, and developers are constantly seeking better tools to enhance their productivity and create more efficient workflows. In this talk, I'll show...

18 Jul 202516min

Can you become a 10x developer using generative AI?

Can you become a 10x developer using generative AI?

It's been hard to miss AI in the news recently. From breakthroughs in natural language processing to impressive image recognition and generation capabilities, AI is everywhere we look right now!In thi...

15 Jul 202521min

In Prompts We Trust - Jiaranai Keatnuxsuo

In Prompts We Trust - Jiaranai Keatnuxsuo

To trust or not to trust? That depends on the quality of your prompts. Trusting Large Language Models (LLMs) is all about reducing uncertainties, and effective prompt design is the key to achieving th...

12 Jul 202530min

Practical Applications of Generative AI: How to Sprinkle a Little AI in Your App

Practical Applications of Generative AI: How to Sprinkle a Little AI in Your App

People talking about AI is like glitter after a craft project, or azulejos in architecture, it's everywhere! Recent advances in generative AI, like Stable Diffusion and Chat-GPT, have the industry mor...

9 Jul 202525min

Next Generation Developer Platforms & Deployable Architectural Archetypes

Next Generation Developer Platforms & Deployable Architectural Archetypes

The landscape of software development is rapidly evolving, and developers are constantly seeking better tools to enhance their productivity and create more efficient workflows. In this talk, I'll show...

5 Jul 202523min

Can you become a 10x developer using generative AI?

Can you become a 10x developer using generative AI?

It's been hard to miss AI in the news recently. From breakthroughs in natural language processing to impressive image recognition and generation capabilities, AI is everywhere we look right now!In thi...

2 Jul 202519min

Navigating the AI Landscape: Local, Large, and Ethical Choices

Navigating the AI Landscape: Local, Large, and Ethical Choices

Artificial intelligence (AI) is one of the most powerful and influential technologies of our time. It has the potential to transform various aspects of our lives, such as health, education, entertainm...

28 Jun 202516min

Secure AI with OWASP Principles

Secure AI with OWASP Principles

It's time to delve into the critical intersection of cybersecurity and artificial intelligence. Let's explore the integration of Open Web Application Security Project (OWASP) principles into machine l...

20 Jun 202520min

Populært innen Fakta

fastlegen
dine-penger-pengeradet
relasjonspodden-med-dora-thorhallsdottir-kjersti-idem
rss-bisarr-historie
foreldreradet
treningspodden
rss-strid-de-norske-borgerkrigene
rss-kunsten-a-leve
rss-sunn-okonomi
jakt-og-fiskepodden
sinnsyn
hverdagspsyken
mikkels-paskenotter
rss-sarbar-med-lotte-erik
gravid-uke-for-uke
rss-bak-luftfarten
rss-impressions-2
rss-kull
rss-mind-body-podden
fryktlos