Overview
Dive into OpenAI's ecosystem through hands-on projects, mastering text generation, vision capabilities, and advanced features while learning ethical AI implementation and practical applications.
Syllabus
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- Pre-Requisites
-- This module lays the foundation for your AI journey by introducing OpenAI and its platform. You will explore OpenAI’s history, how it works, and why it is essential for industries today. You'll also learn how to set up your account, navigate the platform, and understand crucial concepts like API keys and OpenAI models. By the end, you’ll be equipped with the knowledge to start working with OpenAI tools.
- Introduction to AI
-- This module provides a comprehensive exploration of artificial intelligence, from its roots in rule-based systems to the current advances in deep learning. You'll learn how transformers and attention mechanisms drive generative AI, and dive into the crucial aspects of prompt engineering, tokenization, and fine-tuning. Additionally, you'll explore important topics like bias, fairness, and reinforcement learning, all while considering ethical implications of AI technologies.
- Text Generation
-- This module dives deep into the power of text generation using OpenAI, focusing on both theoretical and practical applications. You'll explore prompt engineering techniques, how to generate API keys securely, and work on projects like creating a recipe generator, translating articles, and generating short stories. Additionally, you'll learn about sentiment analysis, creating AI assistants, and advanced techniques like fine-tuning and embeddings, all while gaining hands-on experience through labs and real-world projects.
- Features
-- This module dives into the advanced features of OpenAI, including structured outputs, function calling, and batch processing. You’ll learn how to manage and scale AI solutions, applying advanced usage techniques to create robust applications. Through hands-on labs, you’ll practice batch processing and explore moderation techniques to ensure ethical use of AI.
- Vision
-- In this module, you'll explore OpenAI's cutting-edge vision capabilities, focusing on DALL-E and CLIP. You’ll learn how DALL-E’s text-to-image generation works, the evolution of DALL-E versions, and its practical applications across various industries. Hands-on projects will guide you through creating your own images and fine-tuning models, while discussions on ethical considerations and future trends will prepare you for challenges in AI-driven vision technologies.
Taught by
Tags
On-Demand
