Prompt Engineering: Tools, Models, and Future Directions

via Coursera

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Provider

Coursera
Pricing

Paid Course
Languages

English
Certificate

Certificate Available
Effort

11 weeks, 1 hour a week
Sessions

Self-Paced
Level

Intermediate
Subtitles

English

Found in

Overview

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Dive into the world of prompt engineering, discovering how it fuels leading AI tools across creative, technical, and business fields. This course covers practical applications in image, audio, video, and text generation, focusing on how prompts shape AI outputs and drive innovation. You'll explore AI platforms such as RunwayML, Midjourney, Google Bard, and more, learning to leverage their potential for real-world use cases. Throughout the course, you will examine the strengths and limitations of various AI models, with a focus on how effective prompts can unlock creativity and technical advancement. Learners will also gain insight into how the evolving field of prompt engineering is transforming industries and creating new career opportunities. The course combines hands-on demonstrations, video tutorials, and interactive knowledge checks to help you apply prompt engineering techniques effectively. By understanding the impact of prompts on cutting-edge AI technologies, you'll be equipped with the skills to contribute to the future of AI innovation. Whether you're exploring new career paths or advancing your current role, this course offers valuable perspectives on prompt engineering. You'll be prepared to navigate the rapidly changing AI landscape and capitalize on emerging opportunities in this dynamic field. This course is part three of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization. Copyright © 2024 by John Wiley & Sons, Inc. All rights reserved. Published by John Wiley & Sons, Inc., Hoboken, New Jersey. Published simultaneously in Canada. Used by arrangement with John Wiley & Sons, Inc.

Syllabus

Generating 3D Art with RunwayML

This module introduces learners to RunwayML, a cutting-edge platform that merges machine learning with digital art creation. You will discover how prompts shape creative outcomes, examine real-world interactive installations, and assess the platform's unique strengths and limitations in 3D art generation.

DeepArt and Artistic Prompts

This module introduces learners to DeepArt, an AI-driven approach to digital art creation, and examines how artistic prompts influence the final output. Learners will explore real-world applications by transforming personal images into artworks inspired by famous styles. Practical examples and analysis will help deepen understanding of personalized digital art techniques.

Midjourney

This module introduces learners to the fundamentals of Midjourney, an AI-powered image generation tool, focusing on its prompt syntax, creative applications, and real-world use cases. Learners will explore how Midjourney is transforming content design and consider its potential future impact across various industries.

Google Bard

This module introduces Google Bard, a large language model chatbot developed by Google AI. Learners will explore its capabilities, practical applications across various industries, and examine its current limitations and areas for improvement. By the end, participants will gain a foundational understanding of how Bard can be integrated into real-world scenarios.

Deepfaking with DeepFaceLab

This module introduces learners to DeepFaceLab, a leading tool for creating deepfakes, and examines its practical applications in digital content creation. Learners will explore how prompt choices influence outcomes, and critically assess the ethical and technical challenges associated with deepfake technology.

Image Editing with DeepArt Effects

This module introduces learners to the creative possibilities of AI-powered image editing using DeepArt Effects. You will explore how prompts influence artistic outcomes, examine real-world applications, and assess the strengths and limitations of this technology. By the end, you'll gain practical insights into leveraging AI for digital artistry.

Content Generation with AIVA

This module introduces learners to AIVA, an AI-powered tool for music generation, highlighting its prompt strategies, real-world applications, and current limitations. Learners will explore how AIVA is transforming creative industries and consider its future potential and challenges. By the end, participants will gain a nuanced understanding of AI-driven content creation in music.

Audio Synthesis with WaveNet

This module introduces learners to the fundamentals of WaveNet, a groundbreaking deep learning model for audio synthesis. You will explore how prompts guide audio generation, examine real-world applications, and consider the limitations and future directions of this technology. By the end, you'll gain a comprehensive understanding of WaveNet's impact on modern audio processing.

Image Classification with ImageNet

This module delves into the significance of ImageNet in advancing computer vision, highlighting its dataset structure, the impact of data augmentation, and the importance of benchmark challenges. Learners will examine practical applications, analyze bias, and explore future directions for large-scale image classification datasets.

Video Synthesis with VQ-VAE

This module introduces the principles and applications of VQ-VAE in video synthesis, highlighting how vector quantized variational autoencoders enable advanced content generation. Learners will examine real-world use cases, understand the impact of prompts on outputs, and assess the limitations and challenges of this technology.

Your Future in Prompt Engineering

This module introduces the expanding field of prompt engineering, highlighting diverse career opportunities and the skills needed to excel. Learners will discover how to build a strong NLP portfolio and explore strategies for ongoing professional development in this rapidly evolving discipline.