1. Introduction Genomics England (GEL) plays a pivotal role in advancing personalized medicine through large-scale genomic data analysis, primarily within the National Health Service (NHS) in the UK. By sequencing and analyzing genomes from patients with cancer and rare diseases, GEL aims to improve diagnosis, treatment strategies, and ultimately, patient outcomes. A critical area of […]
In the rapidly evolving landscape of machine learning (ML), collaborative development environments are paramount. While individual data scientists often work in isolation, enterprise-grade ML workflows necessitate seamless multi-user access, centralized identity management, and stringent access controls. Amazon SageMaker HyperPod offers a powerful, purpose-built infrastructure for distributed training and large-scale model development. However, integrating it with […]
As generative AI rapidly reshapes industries, the ability to customize large language models (LLMs) for domain-specific tasks is no longer a luxury but a necessity. While powerful, foundation models like DeepSeek-R1 often require fine-tuning to excel in niche applications, integrating seamlessly with proprietary data and organizational knowledge. This article explores how to fine-tune DeepSeek-R1 distilled […]
Introduction In the world of artificial intelligence and machine learning (AI/ML), the complexity of building models often hinders broader adoption, especially for businesses with limited in-house expertise. Automated Machine Learning (AutoML) solutions have emerged as a powerful way to democratize access to machine learning by automating the tedious and time-consuming tasks of model selection, hyperparameter […]
Introduction In the world of machine learning (ML), the need for faster training, scalability, and cost-effectiveness is ever-growing. As ML models increase in complexity and data size, traditional methods of training can become inefficient, slow, and expensive. Amazon Web Services (AWS) has built a suite of tools to help developers overcome these challenges, and one […]
Introduction to Docker Containerization for SageMaker From the past couple of years, Docker has proved itself to be a fundamental technology in the world of software deployment and development. In a nutshell, Docker is basically a platform which is provided to the developers so that they can package the applications along with their dependencies into […]
