Creating an end-to-end application for orchestrating custom deep learning HPO, training, and inference using AWS Step Functions

Favorite Amazon SageMaker hyperparameter tuning provides a built-in solution for scalable training and hyperparameter optimization (HPO). However, for some applications (such as those with a preference of different HPO libraries or customized HPO features), we need custom machine learning (ML) solutions that allow retraining and HPO. This post offers a step-by-step

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Shared by AWS Machine Learning May 4, 2021

How Covid has affected KM in organisations

Favorite A month ago, I opened a survey to investigate how KM has fared during the pandemic and associated recession. Here are the results. We conducted the last of our three triennial Knoco Global Surveys of Knowledge Management in 2020, and these reflect the state of KM in organisations prior

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Shared by Nick Milton May 4, 2021

Annotate dense point cloud data using SageMaker Ground Truth

Favorite Autonomous vehicle companies typically use LiDAR sensors to generate a 3D understanding of the environment around their vehicles. For example, they mount a LiDAR sensor on their vehicles to continuously capture point-in-time snapshots of the surrounding 3D environment. The LiDAR sensor output is a sequence of 3D point cloud

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Shared by AWS Machine Learning April 30, 2021

Scale session-aware real-time product recommendations on Shopify with Amazon Personalize and Amazon EventBridge

Favorite This is a guest post by Jeff McKelvey, Principal Development Lead at HiConversion. The team at HiConversion has collaborated closely with James Jory, Applied AI Services Solutions Architect at AWS, and Matt Chwastek, Senior Product Manager for Amazon Personalize at AWS. In their own words, “HiConversion is the eCommerce

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Shared by AWS Machine Learning April 30, 2021

Should we treat KM implementation as a project?

Favorite Does KM have to be a project? We argue that it does. Image from wikimedia commons Implementing KM means building something new within your organisation. A new management framework, a new way of working, a new set of behaviours and attitudes. The work is not done when implementation is

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Shared by Nick Milton April 30, 2021

When artists and machine intelligence come together

Favorite Throughout history, from photography to video to hypertext, artists have pushed the expressive limits of new technologies, and artificial intelligence is no exception. At I/O 2019, Google Research and Google Arts & Culture launched the Artists + Machine Intelligence Grants, providing a range of support and technical mentorship to

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Shared by Google AI Technology April 28, 2021

AWS DeepRacer device software now open source

Favorite AWS DeepRacer is the fastest way to get started with machine learning (ML). You can train reinforcement learning (RL) models by using a 1/18th scale autonomous vehicle in a cloud-based virtual simulator and compete for prizes and glory in the global AWS DeepRacer League. Today, we’re expanding AWS DeepRacer’s

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Shared by AWS Machine Learning April 28, 2021