Artificial Intelligence
Author: Vivek Gangasani
Vivek is a Senior Machine Learning Solutions Architect at Amazon Web Services. He works with Machine Learning startups to build and deploy AI/ML applications on AWS. He is currently focused on delivering solutions for MLOps, ML Inference and low-code ML. He has worked on projects in different domains, including Natural Language Processing and Computer Vision.
Maximize Stable Diffusion performance and lower inference costs with AWS Inferentia2
Generative AI models have been experiencing rapid growth in recent months due to its impressive capabilities in creating realistic text, images, code, and audio. Among these models, Stable Diffusion models stand out for their unique strength in creating high-quality images based on text prompts. Stable Diffusion can generate a wide variety of high-quality images, including […]
Achieve high performance with lowest cost for generative AI inference using AWS Inferentia2 and AWS Trainium on Amazon SageMaker
The world of artificial intelligence (AI) and machine learning (ML) has been witnessing a paradigm shift with the rise of generative AI models that can create human-like text, images, code, and audio. Compared to classical ML models, generative AI models are significantly bigger and more complex. However, their increasing complexity also comes with high costs […]
Zero-shot prompting for the Flan-T5 foundation model in Amazon SageMaker JumpStart
The size and complexity of large language models (LLMs) have exploded in the last few years. LLMs have demonstrated remarkable capabilities in learning the semantics of natural language and producing human-like responses. Many recent LLMs are fine-tuned with a powerful technique called instruction tuning, which helps the model perform new tasks or generate responses to […]
Implementing MLOps practices with Amazon SageMaker JumpStart pre-trained models
Amazon SageMaker JumpStart is the machine learning (ML) hub of SageMaker that offers over 350 built-in algorithms, pre-trained models, and pre-built solution templates to help you get started with ML fast. JumpStart provides one-click access to a wide variety of pre-trained models for common ML tasks such as object detection, text classification, summarization, text generation […]