What Is Machine Learning Engineering?

T.J. DEGROAT | July 15, 2019

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Machine learning engineering is the process of using software engineering principles, and analytical and data science knowledge, and combining both of those in order to take an ML model that’s created and making it available for use by the product or the consumers.

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Automated Precision

Automated Precision Inc. is a world leader of advanced metrology solutions for industry. Founded by Dr . Kam Lau in 1987, API has pioneered progressively higher standards of accuracy for coordinate measuring and machine tool operation. API products are installed and used by all of the world's leading automotive, aerospace, machine tool, and CMM manufacturers.

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ENGINEERING TECH

10 simple ways to ensure a successful infrastructure project

Article | August 4, 2021

In amongst the chatter about how we can 'do' infrastructure better, there's now a growing consensus that we need to improve the way we design our interventions - 'design' in the broader sense of the word, rather than the narrow sense we tend to use as engineers. My front-end principles for better infrastructure Over the course of my career, the following front-end principles have served well to ensure we think through, before we rush in where angels fear to tread. Be clear about the purpose and the expected outcomes, and engage communities in decision-making through an effective communication strategy. Prioritise the user, aiming to offer services that are modern, effective and affordable. Seek to improve people's quality of life and support the transition to a more sustainable future, while also facilitating the functioning of the economy, enhancing productivity and accommodating growth (to the extent possible, given other competing objectives). Extract greatest value from existing infrastructure through timely maintenance, repurposing, renewal and upgrading. Seek to remove constraints and bottlenecks. Aim to make best use of data, automation, innovation and technology (including for future asset management), recognising the complexity and risks this may introduce. Recognise, analyse, mitigate and manage technical, environmental and climate risks, and complete any surveys necessary to support this. Improve governance, with robust, timely and transparent decision-making, supported by strong evidence-based planning, clear prioritisation, and best practice technical design and delivery. Seek an appropriate funding balance between 'user pays' and general taxation which incentivises behaviours in the best long-term social, economic and environmental interests. Complete well-evidenced business cases and risk assessments of proposed initiatives before embarking on projects, including financing proposals. Aim to allocate the risks identified to those best able to carry them. Facilitate collaboration between the government and business to promote delivery of the broader social, economic and environmental benefits. Clearly, there are many other issues to consider as a project develops, and the above principles may seem obvious to some, and a counsel of perfection to others, but it's surprising how many are overlooked in the rush to build.

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Why Construction Companies Need Software Optimization

Article | April 15, 2020

The construction industry is a broad one and it includes different types of companies which supply construction materials or perform various types of building industrial, residential, commercial and institutional, etc. In such companies employees usually have to create and manage numerous documents, they also deal with an influx of orders, perform accounting, manage projects of all sizes, control materials flow and delivery. It may seem impossible to perform such amount of work without any automation tools. And yet many companies are still unaware of digital optimization and all benefits it offers.

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ENGINEERING TECH

Why infrastructure policies need engineers' 'bigger picture' view

Article | July 6, 2021

One way or another, we all work on infrastructure; whether design, construction, operation or maintenance. We solve problems and make things work – often without the public realising the complexity of our task. We sit in the background and don’t make waves. We are good at the technical challenges, but how often do we take a step back and think about how our work or project fits into the ambitions of wider society? Who is commissioning it? Why are they commissioning it? What are the political drivers? What do they want the outcome to be? What has changed since we started work on it? This sort of questioning will help us deliver better projects, as we see the bigger picture, beyond our technical solutions. With so much of our infrastructure delivered through public bodies, it is important that civil engineers understand, and give professional advice to, the political process that drives infrastructure investment for our communities.

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Thoughts on Security Engineering - How to Secure Systems in Real World

Article | April 27, 2020

Software Engineering is about building systems that behave the way it is meant to. Security Engineering on the other hand, is about ensuring a given system DO NOT behave in a way it is not meant to. Consider the example of a Adobe Reader - A software which is meant to process and visualize the contents of a PDF Document.

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Spotlight

Automated Precision

Automated Precision Inc. is a world leader of advanced metrology solutions for industry. Founded by Dr . Kam Lau in 1987, API has pioneered progressively higher standards of accuracy for coordinate measuring and machine tool operation. API products are installed and used by all of the world's leading automotive, aerospace, machine tool, and CMM manufacturers.

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