Scale your Machine learning with Sagemaker Pipelines

In this session, we’ll introduce key machine learning concepts and explore how Amazon SageMaker Pipelines simplifies and automates the end-to-end ML workflow, allowing you to scale your projects to your needs.

We will start at a high level, then dig into the code and discuss the core concepts and how it all works behind the scenes.

LLMs, PDFs, and Load Balancers: A Love Story

Join me for a whirlwind tour of building real apps with Large Language Models, where the PDFs are endless, the prompts are moody, and the alerts come at 2AM.

We’ll cover:

• Semantic search with KNN, Lucene, and TF-IDF (because one search method is never enough)

• Parsing PDFs at scale without crying (much)

• Prompt engineering with Semantic Kernel (AI therapy sessions included)

• Web apps behind load balancers (hello, …