Software engineering performance significantly impacts the building of sturdy, stable applications. The community aims to imbibe the engineering principles typical of software development, including systematic approaches to design, testing, development, and maintenance. This requires the careful amalgamation of applications and metrics to warrant complete control, awareness, and accuracy.
This could be achieved through practices such…
Large language models (LLMs), like Meta's Llama and Amazon's Pythia, are generally trained on broad, domain-agnostic datasets. However, recent research indicates that incorporating domain-specific datasets into the training process can significantly enhance LLM performance. This principle was demonstrated by incorporating 51% domain-specific financial documents into the training data of the BloombergGPT model, which outperformed traditional…
Amazon Lex enables advanced conversational artificial intelligence (AI) capabilities to allow self-service support in an organization's contact center. With Amazon Lex, customers can interact through phone calls, websites, and messaging platforms. The bots integrated with Amazon Lex can answer frequently asked questions (FAQs), provide self-service experiences or screen customer requests before transferring them to a…
A recent blog co-authored by Hwalsuk Lee at Upstage announced that Upstage’s Solar foundation model is now available on Amazon SageMaker JumpStart. The Solar language model has been pre-trained, offering improved functionality across languages, domains, and tasks.
The Solar Mini Chat and Solar Mini Chat – Quant models are now accessible via SageMaker JumpStart. Amazon SageMaker…
Amazon SageMaker Canvas offers users end-to-end machine learning (ML) applications without the need for coding. The interface supports functionalities such as data preparation, endpoint deployment, and adjustment of foundation models for generative AI among others.
A crucial step in enabling users and ensuring secure environments involves the use of single sign-on (SSO) via AWS IAM Identity…
Measurement of large language models' (LLMs) performance is a crucial component of the fine-tuning and pre-training stages in the process prior to deployment. Frequent and rapid validation of their performance enhances the likelihood of improving the language model's performance. In partnership with Gradient, a service involved with the development of personalized LLMs, the challenge of…
In 2023, Amazon Web Services (AWS) announced an expanded collaboration with Hugging Face, a leading artificial intelligence (AI) platform, to help customers accelerate their journey in generative artificial intelligence. Hugging Face, established in 2016, provides more than 500,000 open-source models and over 100,000 datasets. AWS and Hugging Face have been working together to simplify the…
The shift towards generative artificial intelligence (AI) is becoming increasingly apparent, with businesses of all sizes and industries leveraging the technology to transform their operations. Generative AI is reshaping the interaction with machines, offering more intuitive and accessible workflows, and enhancing decision-making through rapid information processing. Many companies have started to integrate generative AI applications…
Traditionally, downloading large files onto a virtual server (like RunPod) can be a cumbersome process using command line tools like Runpodctl or Croc. To circumvent this difficulty and save valuable time, a user interface (UI) based solution that eliminates the need for coding has been developed.
The created tool is a Jupyter Notebook that requires the…
Introducing the right lighting prompts can transform your AI art. This guide focuses on revealing the best Midjourney lighting prompts that can assist in creating real-world, photorealistic renderings. Some examples include capturing the golden glow of a sunset, the dramatic contrasts of a film noir scene, or the ethereal atmosphere of a misty morning.
The guide…