Here's a neural net optimization trick that leads to ~4x faster CPU to GPU transfers.Imagine an image classification task.- We define the network, load the data and transform it.- In the training loop, we transfer the data to the GPU and train.Here's the problem with this:If you look at the profiler:- Most of the time/resources will be allocated to the kernel (the actual training code).- However, a significant amount of time will also be dedicated to data transfer from CPU to GPU (this appears under cudaMem ...

Core Insights - Simpson Associates has secured funding from Beech Tree Private Equity to accelerate its business growth plans, enhancing its position as a leading data transformation business [1][5] - The investment will enable Simpson Associates to broaden service capabilities in emerging technologies and pursue strategic acquisitions [5][7] Company Overview - Simpson Associates is headquartered in York with an additional office in Sheffield, providing data transformation services to various sectors including policing, financial services, healthcare, and government [2] - The company employs over 100 data and AI professionals and is recognized for its technical expertise and client-focused approach [4] Service Offerings - The company offers an end-to-end service that includes strategic advice, technical build, and managed operations, helping clients define and implement their data strategies [3][8] - Simpson Associates specializes in AI-powered platform implementations and managed services, turning complex data into actionable insights [8][9] Partnership and Growth Strategy - The partnership with Beech Tree will provide significant investment to accelerate organic growth and expand sector-specific offerings [5][11] - Beech Tree Private Equity invests between £10 million and £40 million in fast-growing profitable businesses, focusing on technology and tech-enabled services [11]

Core Insights - IBM has acquired Hakkoda Inc., a global data and AI consultancy, to enhance its consulting services and data transformation capabilities [1][2][4] - The acquisition aims to meet the increasing demand for data services and assist clients in building efficient enterprise data estates [2][3] - Hakkoda's expertise in generative AI and data modernization will complement IBM's existing consulting offerings, particularly in sectors like financial services and healthcare [3][4] Company Overview - Hakkoda is recognized for its capabilities in migrating, modernizing, and monetizing data estates and is an award-winning partner of Snowflake [2][5] - The company has received accolades such as the 2024 Snowflake Healthcare & Life Sciences Services Partner of the Year and the 2023 Snowflake Americas System Integrator Innovation Partner of the Year [5] - Hakkoda operates globally with a strong presence in the United States, Latin America, India, Europe, and the United Kingdom [6] Industry Context - The global spending on enterprise intelligence services is projected to grow from $169 billion to over $243 billion by 2028, with a five-year CAGR of approximately 13% [4] - Businesses are increasingly seeking modern data migration strategies and multi-use case data platforms in the cloud to extract value from their data [4]