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Fernando Amaral

Updated in January 2024.

This is a 100% hands-on course. All the code is available for you to download.

ChatGPT was one of the biggest technological highlights in 2022, reaching 1 million users in one week. The Artificial Intelligence models of the GPT group are based on a technique known as Transformers, which are derived from Deep Neural Networks specialized in Natural Language Processing. Its application comes from 2017 and has brought many innovations to the field of Artificial Intelligence. DALL-E, on the other hand, are models for producing images from text, created and maintained by the same company.

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Updated in January 2024.

This is a 100% hands-on course. All the code is available for you to download.

ChatGPT was one of the biggest technological highlights in 2022, reaching 1 million users in one week. The Artificial Intelligence models of the GPT group are based on a technique known as Transformers, which are derived from Deep Neural Networks specialized in Natural Language Processing. Its application comes from 2017 and has brought many innovations to the field of Artificial Intelligence. DALL-E, on the other hand, are models for producing images from text, created and maintained by the same company.

  • Use GPT-3 and GPT-4 models to generate text through chats: Learn how to leverage OpenAI's powerful language models, GPT-3 and GPT-4, for creating responsive, intelligent chat interfaces. This module will cover the basics of integrating these models into chat systems, allowing for dynamic and contextually aware text generation.

  • Maintain the context of conversations using Roles: Understand the importance of maintaining conversational context and learn to implement 'Roles' in chat interactions. This part of the course will focus on techniques to keep track of conversational roles (like user vs. AI), ensuring coherent and context-sensitive dialogue flows.

  • Create high-quality, high-definition images with DALL-E 3: Dive into the world of advanced AI-driven art creation with DALL-E 3. This section teaches you how to use this state-of-the-art image generation model to create stunning visuals, exploring its capabilities in producing detailed, high-resolution images from textual descriptions.

  • Fill masks and create variations of images with DALL-E 2: Explore the functionalities of DALL-E 2, focusing on its image editing features such as mask-filling and image variation generation. Learn how to manipulate and transform images with AI, including changing parts of an image or generating different versions of a given picture.

  • Generate audio files from text with TTS: This module introduces Text-to-Speech (TTS) technologies, guiding you through the process of converting written text into spoken audio. Learn about different TTS systems and how they can be used to create natural-sounding voice outputs from any text.

  • Transcribe audio files with Whisper: Get hands-on experience with Whisper, a tool for transcribing spoken words into written text. This part of the course covers the basics of audio transcription, demonstrating how to accurately convert audio files into text format using AI.

  • Make calls to custom functions to interact with AI: Learn the advanced skill of interacting with AI systems through custom function calls. This final module will teach you how to design and integrate custom functions, enabling tailored interactions and responses from AI models in various applications.

More About GPT:

GPT stands for "Generative Pre-trained Transformer." It is a type of language model developed by OpenAI that uses deep learning to generate human-like text. GPT-3 is the third version of the model, which has been trained on a massive amount of text data and is capable of generating highly coherent and contextually appropriate text. It can be fine-tuned for various natural language processing tasks such as language translation, text summarization, and question answering.

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What's inside

Learning objectives

  • Learn how to use the openai api
  • Use gpt-3 and gpt-4 models to generate text through chats
  • Maintain the context of conversations using roles
  • Create high-quality, high-definition images with dall-e 3
  • Fill masks and create variations of images with dall-e 2
  • Generate audio files from text with tts
  • Transcribe audio files with whisper
  • Make calls to custom functions to interact with ai

Syllabus

Introduction
Course Presentation
Source Code
GPT-3 and 4 and GPT Turbo
Read more
About the Environment Setup
OpenAI Models
Api Pricing
More About the OpenAI API
GPT Completions
GPT With the Chat Model: Roles
Setting Hyperparameters
Output Analyses
Images With Dall-E 3, Dall-E 2 and Vision
Imagens With Dall-E 3
Masks and Variations
Using Vision for Image Description
Audio and Transcription with Whisper and TTS
Text-to-Speech (TTS): Creating Audio Files
Whisper: Text Transcriptions and Translation
Assistants with Function Calls
Assistants
Functions Call: Interactions With your own Functions
Intro ## Here starts the deprecated version, will be avaliable unitil may 2024
Using GPT Models With Ptyhon
Requirements: An IDE and an OpenAI Key
OpenAI GPT with Python Part I
OpenAI GPT with Ptyhon Part II
Creating a Python Class for GPT
Using DALL-E and Generating Images With Python
DALL-E with Python
Create a ChatGPT Clone
Implementing the Server
Testing with a Client Application
Fine-Tuning
Creating and Fine-Tuning a Model
New GPT-Turbo
GPT Turbo
Using GPT Turbo

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Career center

Learners who complete OpenAI with Python: GPT 3/4, Dall-E, Whisper and TTS will develop knowledge and skills that may be useful to these careers:

Reading list

We haven't picked any books for this reading list yet.
Comprehensive guide to reinforcement learning using the OpenAI Gym environment in Chinese. It covers the basics of reinforcement learning, as well as more advanced topics such as deep reinforcement learning and multi-agent reinforcement learning.
Hands-on guide to building deep learning models using the OpenAI API. It is aimed at beginners and provides clear and concise explanations of the concepts and techniques involved.
Provides a comprehensive overview of generative adversarial networks (GANs), a type of deep learning model that can generate new data from a given dataset.
Comprehensive guide to computer vision using the OpenAI API. It covers the basics of computer vision, as well as more advanced topics such as object detection and image segmentation.
Focuses on using GPT-4 for natural language processing tasks. It covers a wide range of topics, including text classification, question answering, and dialogue generation.
Explores the philosophical implications of GPT-3. It is written by leading philosophers and provides a thought-provoking analysis of the technology's impact on our understanding of language, thought, and consciousness.
Provides a practical guide to using GPT-3 for natural language processing tasks. It is written by a leading expert in the field and provides clear and concise instructions.
Explores the potential impact of GPT-3 on healthcare. It is written by leading experts in the field and provides a thought-provoking analysis of the technology's potential to transform medical diagnosis, treatment, and prevention.
Provides a comprehensive overview of GPT-3, including its capabilities, limitations, and potential applications. It is written by leading experts in the field and provides a balanced perspective on the technology.
Explores the potential impact of GPT-3 on creativity. It is written by leading experts in the field and provides a thought-provoking analysis of the technology's potential to transform artistic expression, design, and innovation.
Explores the potential impact of GPT-4 on finance. It discusses how GPT-4 can be used to automate financial tasks, improve risk management, and make financial services more accessible.
Focuses on using GPT-4 for machine translation. It covers a wide range of topics, including translation quality evaluation, domain adaptation, and neural machine translation.
Explores the potential impact of GPT-4 and other large language models on the future of AI. It discusses the ethical implications of these technologies and their potential to revolutionize various industries.
Questo libro esplora il potenziale impatto di GPT-4 e di altri grandi modelli linguistici sul futuro dell'IA. Discute le implicazioni etiche di queste tecnologie e il loro potenziale per rivoluzionare vari settori.
Explores the potential impact of GPT-4 on healthcare. It discusses how GPT-4 can be used to diagnose diseases, develop new treatments, and improve patient outcomes.
Explores the potential impact of GPT-4 on education. It discusses how GPT-4 can be used to personalize learning, improve student outcomes, and make education more accessible.
Explores the potential impact of GPT-3 on education. It is written by leading experts in the field and provides a thought-provoking analysis of the technology's potential to transform teaching and learning.
Explores the potential impact of GPT-4 on government. It discusses how GPT-4 can be used to improve public services, make government more efficient, and increase citizen engagement.
Explores the potential impact of GPT-3 on society and the future of AI. It is written by leading experts in the field and provides a thought-provoking analysis of the technology.
Esta guía práctica en español proporciona instrucciones paso a paso sobre cómo usar DALL-E 3 de manera efectiva para diversos fines.

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