AWS Skill Builder

352 Courses

California Institute of Technology
AWS Skill Builder

Optimizing Foundation Models (Simplified Chinese)

优化基础模型 (简体中文) 在本课程中,您将探索两种可提高基础模型 (FM) 性能的技术:检索增强生成 (RAG) 和微调。您将了解有助于使用向量数据库存储嵌入的 Amazon Web Services (AWS) 服务、代理在多步骤任务中的作用、定义微调 FM 的方法以及如何准备用于微调的数据等等。 课程级别:基础级 时长:1 小时 本课程包含互动元素、文字说明、配文图表和知识考核。 在本课.
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California Institute of Technology
AWS Skill Builder

Data Engineering on AWS - Foundations

Data Engineering on AWS - Foundations In this course, you will learn essential data engineering concepts such as what does a data engineer do, how to perform data discovery, and which AWS data services are available for running, automating, and securing your data solutions and projects. The course introduces you to data engineering tools for conti.
California Institute of Technology
AWS Skill Builder

AWS ML Engineer Associate 2.1 Choose a Modeling Approach

AWS ML Engineer Associate 2.1 Choose a Modeling Approach Explore the AWS ML stack layers and learn how to solve common business challenges with AWS services. This course explores how to use Amazon SageMaker for machine learning tasks and how to review strategies for selecting appropriate models. Additionally, this course highlig.
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California Institute of Technology
AWS Skill Builder

Fundamentals of Machine Learning and Artificial Intelligence

Fundamentals of Machine Learning and Artificial Intelligence In this course, you will learn about the foundations of machine learning (ML) and artificial intelligence (AI). You will explore the connections between AI, ML, deep learning, and the emerging field of generative artificial intelligence (generative AI). You will gain a solid understanding.
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California Institute of Technology
AWS Skill Builder

Exploring Artificial Intelligence Use Cases and Applications

Exploring Artificial Intelligence Use Cases and Applications In this course, you will explore real-world artificial intelligence (AI), machine learning (ML), and generative artificial intelligence (generative AI) use cases across a range of industries. These areas include healthcare, finance, marketing, entertainment, and more. You will also learn.
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California Institute of Technology
AWS Skill Builder

Responsible Artificial Intelligence Practices

Responsible Artificial Intelligence Practices In this course, you will learn about responsible AI practices. First, you will be introduced to what responsible AI is. You will learn how to define responsible AI, understand the challenges that responsible AI attempts to overcome, and explore the core dimensions of responsible AI. Then, you will dive.
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California Institute of Technology
AWS Skill Builder

Developing Generative Artificial Intelligence Solutions

Developing Generative Artificial Intelligence Solutions In this course, you will explore the generative artificial intelligence (generative AI) application lifecycle, which includes the following: Defining a business use case Selecting a foundation model (FM) Improving the performance of an FM Evaluating the performa.
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California Institute of Technology
AWS Skill Builder

Optimizing Foundation Models

In this course, you will explore two techniques to improve the performance of a foundation model (FM): Retrieval Augmented Generation (RAG) and fine-tuning. You will learn about Amazon Web Services (AWS) services that help store embeddings with vector databases, the role of agents in multi-step tasks, define methods for fine-tuning an FM, how t.
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California Institute of Technology
AWS Skill Builder

Developing Machine Learning Solutions

Developing Machine Learning Solutions In this machine learning course, you will learn about the machine learning lifecycle, and how to use AWS services at every stage. Additionally, you will discover the diverse sources for machine learning models and learn techniques to evaluate their performance. You will also understand the importance of machi.
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California Institute of Technology
AWS Skill Builder

Essentials of Prompt Engineering

Essentials of Prompt Engineering In this course, you will be introduced to the fundamentals of crafting effective prompts. You will gain an understanding of how to refine and optimize prompts for a range of use cases. You will also explore techniques like zero-shot, few-shot, and chain-of-thought prompting. Finally, you will le.
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