From the course: Generative AI and Large Language Models on AWS
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Benefits of cloud computing - Amazon Web Services (AWS) Tutorial
From the course: Generative AI and Large Language Models on AWS
Benefits of cloud computing
- [Instructor] The benefits of cloud computing include comparative advantage as really the key driver behind these opportunities. You're focusing on the lowest opportunity cost, or what is the thing that you're going to give up the least in order to focus on. And that's really the principle of cloud computing in a nutshell. If we take a look first at capital here, you're trading capital expense for variable expense. So it means that you don't have to put $1 million on a bunch of servers. You can piecemeal, add capacity when you need it, and this could be a dynamic capacity as well. You can add to it and take it away. It's a lot like a utility company. We also have the ability to benefit from economies of scale. Because cloud providers buy in bulk, they have lower costs. They can deliver those resources due to scale. We also have the ability to not need to guess capacity as well. So just like the utility company, you have the ability to turn or turn off the thermostat. Imagine if you…
Contents
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Course introduction55s
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Cloud service model for AI3m 47s
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Cloud deployment model for AI3m 35s
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Benefits of cloud computing3m 2s
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AWS cloud adoption framework for AI2m 46s
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Development environment for AI4m 18s
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MLOps challenges and opportunities with Python and Rust8m 18s
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Generative AI workflow with Rust5m 50s
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Python for data science in the era of Rust and generative AI6m 7s
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Emerging Rust LLMOps workflows3m 57s
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AWS CodeCatalyst for Rust4m 55s
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SageMaker Code editor3m 43s
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Lightsail for research3m 28s
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Serverless Bedrock diagram2m 28s
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Bedrock knowledge agent with retrieval-augmented generation (RAG)2m 6s
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Demo: AWS Bedrock list with Rust2m 50s
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Diagram: Serverless Rust on AWS2m 21s
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Diagram: Rust Axum Greedy Coin microservice3m 14s
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Demo: Rust Axum Greedy Coin3m 40s
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Demo: Rust Axum Docker4m 42s
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Diagram: Prompt engineering3m 47s
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Summarizing text with Claude5m 28s
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AWS CodeWhisperer for Rust7m 47s
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Installing and configuring CodeWhisperer2m 19s
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Using CodeWhisperer CLI4m 28s
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Building Bash functions5m 38s
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Building a Bash CLI3m 13s
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Key components of AWS Bedrock3m 11s
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Getting started with the Bedrock SDK2m 57s
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Cargo SDK for Rust Bedrock1m 25s
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Bedrock Boto3: Listing models2m 3s
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Rust: Listing Bedrock models1m 57s
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Invoking Claude with Bedrock3m 31s
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