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Pluto is great. I use it all the time. If you like the reactivity/reproducibility but are wedded to Python, you might want to check out Marimo, which is also great. [https://marimo.io/] It too puts the output of a cell above the code so if you're unable to adapt to things that are different it's also probably not for you. FWIW, Observable's Notebooks (Javascript) work the same way: output above the code... - Source: Hacker News / 2 months ago
Marimo notebooks give you the best of both worlds (https://marimo.io). - Source: Hacker News / 4 months ago
Agree with the author, will add: duckdb is an extremely compelling choice if youโre a developer and want to embed analytics in your app (which can also run in a web browser with wasm!) Think this opens up a lot of interesting possibilities like more powerful analytics notebooks like marimo (https://marimo.io/) โฆ and thatโs just one example of many. - Source: Hacker News / 7 months ago
The training pipeline uses Marimo notebooks (think Jupyter, but reactive). Models are quantized to uint8 and served via CDN. Total bundle for a predictor: up-to 2MB. - Source: dev.to / 8 months ago
Marimo is a Jupyter notebook with each cell being somewhat logically connected to each other. That's way if you update the value of a variable in a cell and re-run it, related values in other cells will be auto-updated and auto-run. This is called reactive execution. Thus the notebook can act as a single python script or app and has an extension of .py instead of .ipynb. - Source: dev.to / 9 months ago
Amazon CloudWatch is the native monitoring service for AWS. If your workloads run on EC2, Lambda, ECS, EKS, RDS, or virtually any AWS service, CloudWatch collects their metrics and logs with zero integration work. The data is already there. Alarms, dashboards, Logs Insights queries, and Synthetics canaries all live inside the AWS console and IAM model you already use. - Source: dev.to / about 1 month ago
AWS, What is Amazon CloudWatch? Https://aws.amazon.com/cloudwatch/. - Source: dev.to / 3 months ago
When I generate resources from a collection, I sometimes need to know how many items are in that collection. Maybe I'm setting a concurrency limit based on the number of services, or creating an Amazon CloudWatch alarm that scales with the fleet. Previously, I'd hardcode that number and forget to update it when the collection changed. Fn::Length returns the length of an array at deploy time:. - Source: dev.to / 3 months ago
Enable Application Logging, Monitoring and Alerting using services like CloudWatch or Grafana. - Source: dev.to / 3 months ago
What sets this certification apart is its focus on production-grade deployment challenges. You need to understand how to deploy GenAI workloads that run reliably alongside your applications related to various industries, handling deployment automation through continuous integration and continuous delivery (CI/CD) pipelines, implementing comprehensive monitoring and observability using AWS X-Ray and Amazon... - Source: dev.to / 4 months ago
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