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Anti-hype LLM reading list

Goals: Add links that are reasonable and good explanations of how stuff works. No hype and no vendor content if possible. Practical first-hand accounts of models in prod eagerly sought.

Foundational Concepts

Pre-Transformer Models

Best Practices

Testing with pytest:

We want to implement tests for the Lambda function.

Installing pytest as a dev dependency using pipenv:

pipenv install --dev pytest

Week 4 of MLOps-Zoomcamp

Link to Course: https://github.com/DataTalksClub/mlops-zoomcamp

Deployment

Quick recap:

We've learned how to rewrite our training into a workflow. Now we'll study how to deploy the resulting model.

NOTE: commands and UI are deprecated

Content:

Negative Engineering
What is workflow orchestration?
Introduction to Prefect 2.0
First Prefect flow and Basics

Workflow Orchestration

EMOJI CHEAT SHEET

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People

😄

	.PHONY: clean-pyc clean-build docs clean
	define BROWSER_PYSCRIPT
	import os, webbrowser, sys
	try:
	from urllib import pathname2url
	except:
	from urllib.request import pathname2url

	webbrowser.open("file://" + pathname2url(os.path.abspath(sys.argv[1])))
	endef