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Unlock AI Capabilities: Practical Guide to Integrating GPT-4 and Other OpenAI Models into Python Applications

What you will learn

Set up and manage an OpenAI account

Master the fundamentals of the OpenAI API Suite

Develop proficiency in various prompting techniques including formatting prompts, few-shot prompting, and CoT prompting.

Gain in-depth understanding and hands-on experience with OpenAI’s Chat Models

Acquire skills in embedding models such as Search, Topic Clustering, and Classification

Learn to fine-tune classification models with OpenAI’s APIs, from preparing the dataset to applying the techniques to real-world use cases

Description

Delve into the fascinating realm of artificial intelligence with “ChatGPT for Developers: Mastering OpenAI’s APIs with Python”. As AI continues to reshape the technological landscape, proficiency in tools like OpenAI’s Python API has become an invaluable asset. This comprehensive course is designed to equip you with the knowledge and skills to seamlessly integrate these cutting-edge APIs into your Python applications.

Starting with the basics, you will learn how to set up your OpenAI account, manage API keys, and comprehend the concept of tokens. We will guide you through prompt techniques, ranging from formatting prompts to few-shot and CoT prompting, allowing you to unlock the full potential of OpenAI’s API suite.

Next, we delve into working with chat models, focusing on GPT-3.5 and GPT-4. You will gain a deep understanding of system messages and chat memory management. This course ensures that you comprehend essential aspects such as moderation and evaluation of these chat models, a crucial aspect of any AI application.

Section four takes you into the exciting world of model embedding. You’ll learn how to work with Search, Topic Clustering, and Classification, expanding the capabilities of your AI applications.


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Finally, the course wraps up with a thorough examination of fine-tuning. You will understand the process of preparing datasets and fine-tuning a classification model.

Whether you are an experienced Python developer or a budding enthusiast, this course offers a pathway to upskill, stay relevant, and dominate the AI development space.

Immerse yourself in this comprehensive guide to mastering OpenAI’s APIs with Python and embark on a journey to transform the way you develop intelligent applications.

English
language

Content

Introduction

Creating Account, Billing, & Managing API keys
Understanding Tokens & OpenAI’s API Pricing
OpenAI API Hello World Example
Section Notebook

Prompting Techniques

Prompting Fundamentals
Few Shot Prompting
Letting Your Models Think
Section Notebook

Working With Chat Models

GPT-3.5 vs. GPT-4
Steering Chat Models With System Messages
Managing Chat Memory
Evaluating Model Outputs For Safety & Correctness
Section Notebook

Embedding Models

Understanding Embeddings: A Powerful Tool For Text Analysis
Using Embeddings To Create A Search Engine
Topic Clustering
Classifying Text Using OpenAI’s Embeddings
Section Notebook

Fine-Tuning

Understanding Fine Tuning
Fine-tuning A Topic Classification Model
Testing Our Fine-tuned Model
Section Notebook
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