Embarking on a journey through the Generative AI Learning Path will equip App Developers, Machine Learning Engineers, and Data Scientists with the advanced technical skills necessary to harness the power of generative models. This comprehensive curriculum is meticulously crafted to build upon the foundational knowledge acquired in the “Introduction to Generative AI” course. Participants will delve into sophisticated algorithms, practical applications, and the ethical implications of AI, emerging with a robust understanding of how to innovate and drive progress within their respective fields. This learning path is not just a series of courses; it’s an adventure into the future of technology.
Introduction to Image Generation– This intermediate, 30-minute course offers a no-cost introduction to diffusion models, an innovative class of machine learning models making waves in image generation. Drawing from thermodynamics, these models have gained traction in academia and industry alike, forming the backbone of leading-edge tools on Google Cloud. You’ll gain insights into the theory of diffusion models and practical guidance on training and deploying them with Vertex AI. Completing the course earns you a badge, showcasing your newly acquired skills and enhancing your professional cloud profile.
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Attention Mechanism– Dive into the world of neural networks with this concise, 45-minute course on the attention mechanism. This powerful technique enhances neural network focus on specific input segments, boosting machine learning tasks like machine translation, text summarization, and question answering. Complete the course to earn a badge, add it to your profile, and showcase your expertise in this advanced AI concept. The course includes an informative video and a comprehensive quiz to solidify your understanding of the attention mechanism.
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Encoder-Decoder Architecture
Explore the encoder-decoder architecture in this engaging course, perfect for those looking to master sequence-to-sequence machine learning tasks like machine translation and text summarization. You’ll learn the architecture’s components, training, and serving techniques, and even code a TensorFlow poetry generator. Completing the course rewards you with a badge, enhancing your cloud profile and showcasing your skills.
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Transformer Models and BERT Model
In just 45 minutes, this free course demystifies the Transformer architecture and BERT model, teaching you about key components like the self-attention mechanism. You’ll discover how to apply BERT for tasks including text classification and question answering. Complete the course to earn a badge, enhancing your cloud profile and showcasing your evolving AI expertise.
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Create Image Captioning Models
In this course, you’ll master the art of image captioning using deep learning. You’ll explore the encoder-decoder framework, train your model, and evaluate its performance. By the end, you’ll be adept at generating accurate captions for images, a skill that culminates in earning a badge to enhance your cloud career profile.
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Introduction to Vertex AI Studio
Embark on a transformative learning experience with the “Introduction to Vertex AI Studio” course. This program is designed to guide you through the intricacies of generative AI model prototyping and customization. Engage with immersive lessons, dynamic demos, and a practical lab to master the workflow of generative AI and utilize Vertex AI Studio for innovative Gemini multimodal applications. By the end of this course, you’ll be adept at prompt design and model tuning, ready to enhance your projects with Vertex AI Studio’s capabilities. Plus, earn a badge to showcase your new skills and advance your cloud career.
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Vector Search and Embeddings
This course provides a comprehensive introduction to Vertex AI Vector Search, showcasing its application in creating search platforms using embeddings from large language models (LLMs). The curriculum includes theoretical lessons on vector search and text embeddings, practical demonstrations for constructing vector search applications on Vertex AI, and an interactive lab session. Upon completion, participants earn a badge, signifying their proficiency and readying them to elevate their cloud careers with these advanced search capabilities.
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Inspect Rich Documents with Gemini Multimodality and Multimodal RAG
Gain proficiency in inspecting rich documents with the intermediate-level course on Gemini Multimodality and Multimodal RAG. This skill badge course, recognized by Google Cloud, tests your ability to apply multimodal prompts for data extraction, video description generation, and information retrieval beyond visual content. It includes four hands-on labs focusing on diverse applications of Gemini’s multimodal capabilities. Upon completion, you’ll earn a badge to validate and share your expertise, enhancing your visibility in the cloud career landscape.
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