Course Description:Unlock the power of the OpenAI API with this comprehensive Udemy course designed to take you from novice to expert. Dive into artificial intelligence and machine learning with Python through practical, hands-on projects. This course is meticulously crafted to provide you with a deep understanding of OpenAI’s capabilities and applications.What You Will Learn:Introduction to OpenAI API: Get started with a thorough overview of the OpenAI API, including setup, playground usage, pricing, and how to set usage limits.Prompting Techniques: Master various prompting techniques such as Zero-shot, Few-shot, and Chain of Thought Prompting to interact with the API effectively.Textual and CSV Data Creation: Apply your prompting knowledge in a complete project to generate textual and CSV data using OpenAI API prompting.Fine-Tuning Models: Learn the intricacies of fine-tuning with the OpenAI API to tailor models to your specific needs.Batch API Requests: Gain practical experience with API requests in batches through two dedicated projects.Image Generation with DALL-E: Explore the capabilities of DALL-E to generate stunning images from textual prompts.Text-to-Speech and Speech-to-Text: Understand and implement text-to-speech and speech-to-text functionalities, including working with the Whisper API.Creating Embeddings and Projects: Learn how to create embeddings from text and work on four projects including Semantic Search, Code Search, Basic ML, and Visualization.Building Advanced Assistants: Develop Code Interpreters, Vector Search tools, File Search utilities, and Function Calling Assistants using OpenAI API.Custom Functions and APIs:
What you'll learn
Understanding of the OpenAI API and its setup
Mastering prompting techniques including Zero-shot and Few-shot prompting
Creating textual and CSV data through hands-on projects
Learning to fine-tune models to meet specific needs
Implementing batch API requests in projects
Generating images using DALL-E from textual prompts
Applying text-to-speech and speech-to-text features with the Whisper API
Creating embeddings from text for various applications
Course objectives
To provide learners with practical skills in using the OpenAI API
To enhance understanding of generative AI technologies
To develop the ability to build advanced AI-driven applications