From the course: Generative AI and Large Language Models on AWS
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Lightsail for research - Amazon Web Services (AWS) Tutorial
From the course: Generative AI and Large Language Models on AWS
Lightsail for research
- [Presenter] Here we have Lightsail for research, which is a new service from AWS that gives you the ability to launch very beefy machines for doing large language model developments, working with machine learning, doing simulations, et cetera. And here you see that there's some defaults. You can have a base Ubuntu, you can have a JupyterLab SciLab, VSCodium, a community driven VS code, and there's RStudio. Let's go ahead and pick Ubuntu first. Now notice inside of here that you get access to standard, standard 2XL, standard 4XL. So we have the number of VCPUs here as well as in this particular scenario, a very strong GPU here that has lots of CPUs, lots of memory, lots of storage, and so you're charged only by what you use. Now let's go ahead and just pick a very easy one here and we'll just call this one "test two" or something. And if we create a virtual machine here, you can see it's going to go through here and start building out this application. And then once it's running, 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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