Author: R Jemaiel

Best practices for prompt engineering with Meta Llama 3 for Text-to-SQL use cases

TutoSartup excerpt from this article:
This segmentation allows Meta to deliver versatile solutions suitable for different hardware and application needs... They serve as versatile tools suitable for a wide range of applications and provide a solid foundation for further fine-tuning... For example, if you’re a financial customer and you have a MySQL database of customer data spanning multiple tables, you could use Meta Llama 3 model...

Implementing advanced prompt engineering with Amazon Bedrock

TutoSartup excerpt from this article:
Prompt engineering is the process of crafting these inputs, called prompts, that guide foundation models (FMs) and large language models (LLMs) to produce desired outputs... Prompt templates can also be used as a structure to construct prompts... By carefully formulating these prompts and templates, developers can harness the power of FMs, fostering natural and contextually appropriate exchanges ...

Automatically replicate your card payment keys across AWS Regions

TutoSartup excerpt from this article:
In this blog post, I dive into a cross-Region replication (CRR) solution for card payment keys, with a specific focus on the powerful capabilities of AWS Payment Cryptography, showing how your card payment keys can be securely transported and stored... In today’s digital landscape, where online transactions have become an integral part of our daily lives, ensuring the seamless operation and sec...

Accelerate Generative AI Inference with NVIDIA NIM Microservices on Amazon SageMaker

TutoSartup excerpt from this article:
To deploy it on your own SageMaker account securely, you can pull the Docker container from the public Amazon Elastic Container Registry (Amazon ECR) container maintained by NVIDIA and re-upload it to your own private container: %%bash --out nim_image public_nim_image="public...0" nim_model="nim-llama3-8b-instruct" docker pull ${public_nim_image} account=$(aws sts get-caller-identity --query...

Celebrating the final AWS DeepRacer League championship and road ahead

TutoSartup excerpt from this article:
The AWS DeepRacer League is the world’s first autonomous racing league, open to everyone and powered by machine learning (ML)... AWS DeepRacer brings builders together from around the world, creating a community where you learn ML hands-on through friendly autonomous racing competitions... As we celebrate the achievements of over 560,000 participants from more than 150 countries who sharpened th...

Advancing cloud platform operations and reliability with optimization algorithms

TutoSartup excerpt from this article:
This is an example of an optimization problem, an industry concept that revolves around finding the best way to allocate resources, manage workloads, and ensure performance while keeping costs low and adhering to various constraints...  I’ve asked Rohit Pandey, Principal Data Scientist Manager, and Akshay Sathiya, Data Scientist, from the Azure Core Insights Data Science Team to discuss a...

Provide a personalized experience for news readers using Amazon Personalize and Amazon Titan Text Embeddings on Amazon Bedrock

TutoSartup excerpt from this article:
News publishers want to provide a personalized and informative experience to their readers, but the short shelf life of news articles can make this quite difficult... In news publishing, articles typically have peak readership within the same day of publication... Additionally, news publishers frequently publish new articles and want to show these articles to interested readers as quickly as possi...