This learning path by Google Cloud Skills Boost guides you through a curated collection of content on Generative artificial intelligence products and technologies, from the fundamentals of Large Language Models to how to create and deploy generative AI solutions on Google Cloud.
This path includes these nine different courses:
- Introduction to Generative AI – This is an introductory level microlearning course aimed at explaining what Generative AI is, how it is used, and how it differs from traditional machine learning methods.
- Introduction to Large Language Models – This is an introductory level microlearning course that explores what large language models (LLM) are, the use cases where they can be utilized, and how you can use prompt tuning to enhance LLM performance
- Introduction to Responsible AI – An introductory-level microlearning course aimed at explaining what responsible AI is, why it’s important, and how Google implements responsible AI in their products. It also introduces Google’s 7 AI principles.
- Introduction to Image Generation – This course introduces you to the theory behind diffusion models and how to train and deploy them on Vertex AI.
- Encoder-Decoder Architecture – This course gives you a synopsis of the encoder-decoder architecture, which is a powerful and prevalent machine learning architecture for sequence-to-sequence tasks such as machine translation, text summarization, and question answering.
- Attention Mechanism – This course will introduce you to the attention mechanism, a powerful technique that allows neural networks to focus on specific parts of an input sequence
- Transformer Models and BERT Model – This course introduces you to the Transformer architecture and the Bidirectional Encoder Representations from Transformers (BERT) model. You also learn about the different tasks that BERT can be used for, such as text classification, question answering, and natural language inference.
- Create Image Captioning Models – This course teaches you how to create an image captioning model by using deep learning.
- Introduction to Generative AI Studio – This course introduces Generative AI Studio, a product on Vertex AI, that helps you prototype and customize generative AI models so you can use their capabilities in your applications. In this course, you learn what Generative AI Studio is, its features and options, and how to use it by walking through demos of the product.
Google Cloud Skills Boost is an online learning platform for Google Cloud and related skills. It also provides guided courses, certifications, and badges that enable you to capitalize on Google Cloud skills to secure top-paying IT jobs.
Here is the Video of the first Course Introduction to Generative AI, In order to get the full Generative AI path click the link below.