Feature engineering in machine learning

Feature engineering is the process of extracting new variables by transforming raw data to improve the predictability of a machine learning model.  But feature engineering is not just this kind of simple translation of categories like names or colors into numbers. The following section includes a collection of different kinds of engineering approaches that go beyond a translation of categories into numbers and address needs such as transforming numbers into categories or filtering data points due to missing or false data.

Spotlight

Arabian International Company AIC

Arabian International Co. for Steel Structures (AIC) is a leading designer, fabricator and erector of structural steel and towers. We are committed to delivering world class structural steel work solutions to the region across a wide range of sectors. Incorporated in 1994, AIC has been serving the needs of the Oil and Gas, Refining, Petrochemical, Power, Smelting, Steel, Industrial, Desalination and Commercial and Retail projects.

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Engineering Tech

Autodesk Forge Examples

Article | August 24, 2021

Autodesk Forge is a powerful tool connecting design processes, data, and the web, allowing teams to create task automation and other innovative solutions. The abilities of the forge platform are extensive, potentially offering resolutions to thousands of complex problems in the architecture, construction, engineering, and manufacturing industries, and beyond.

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Engineering Tech

Remote work: Engineering’s perspective on humanizing the remote work experience

Article | July 20, 2022

At GitHub, working remotely has been in our DNA from the start. With over 80% of our engineers working remotely before COVID-19, the team has established some amazing best practices that foster a strong collaborative environment, inspire creativity, and a bit of levity with the ultimate goal of building trust within teams. What’s it like for GitHub engineers to work remotely?

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Engineering Tech

Where Are You in Your Additive Manufacturing Automation Journey?

Article | July 20, 2022

Somewhat ironically, many processes in additive manufacturing – which is often defined as a digital manufacturing technology – remain manual and siloed. Automation is still not widely deployed in additive manufacturing. The vast majority of companies adopting 3D printing remain dependent on human labour and access to physical inventories. Below we’ll be exploring the stages of maturity in additive manufacturing IT automation; areas companies should consider automating and software solutions available to help you digitise and streamline your additive manufacturing operations.

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ICE STEM Ambassadors help to inspire the next generation

Article | April 23, 2020

Andy Magee is a Senior Civil Engineer at Leeds City Council and ICE Yorkshire & Humber’s STEM Ambassador of the Year. STEM outreach is crucial, says Andy. Firstly to better inform the next generation of the opportunities available to them, but also to the civil engineering industry which is facing a potential skills shortage in the future. Outreach work helps us to grow the potential engineers of tomorrow and equip them with the skills needed for an ever-changing world of work – in being able to find and convey innovative ideas and solutions for example.

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Spotlight

Arabian International Company AIC

Arabian International Co. for Steel Structures (AIC) is a leading designer, fabricator and erector of structural steel and towers. We are committed to delivering world class structural steel work solutions to the region across a wide range of sectors. Incorporated in 1994, AIC has been serving the needs of the Oil and Gas, Refining, Petrochemical, Power, Smelting, Steel, Industrial, Desalination and Commercial and Retail projects.

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Design, Mechanical and Motion Systems, Engineering Tech

SPX FLOW Launches Universal 2 ND Pump Series Designed Uniquely for Industrial Market

PR Newswire | January 29, 2024

SPX FLOW, has released the Universal® 2 ND Positive Displacement Pump (U2 ND) Series designed with industrial users in mind. The pumps offer the quality and durability the Waukesha Cherry-Burrell brand is known for while optimizing cost and suitability for the industrial market. The U2 ND series significantly expands the WCB pump range, aimed at enhancing reliability and performance across industrial applications while outperforming other pump styles, such as industrial lobe, gear or progressive cavity pumps.The design features improvements uniquely suited for industrial applications, including: Total cost of ownership: The pumps ensure a long running life, given their robust construction materials and designs tailored for each application. Because of its high volumetric efficiency, the pumps can be used to dose fluids, eliminating the need for an additional metering pump.  Efficiency: The U2 ND pump reduces slip, which occurs when fluids move backward from the liquid flow due to internal clearances. Lower slip means more efficiency, reducing the need for higher horsepower motors. Also, the series can process fluids over longer spans due to its high-pressure capability, which reduces the need for multiple pumps in these applications. Reliability: WCB is a proven and trusted global brand dating back to the 1880s. The pumps are made with durable, corrosive-resistant materials compatible with industrial environments. A robust design, equipped with industrial flanges or sanitary fittings, ensures manufacturers can choose the configuration to meet their needs.  Additionally, an extensive sales channel and domestic manufacturing footprint support this pump series, enabling quick deliveries on standardized parts across the entire Universal pump product line. The U2 ND series is complemented by the Universal Industrial 5000 series, which is tailored for users who require OEM (Original Equipment Manufacturer) seals for their industrial pumping operations. Julien Bassett, Pumps Global Product Manager: "Waukesha Cherry-Burrell has extensive experience offering pumps to customers built with their needs in mind. We wanted to expand our offerings to provide quality and durability of the SPX FLOW brand while catering to the unique needs of industrial manufacturers and their applications."

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Engineering Tech

Bowman Acquires South Carolina Firm Dennis Corporation

Business Wire | October 17, 2023

Bowman Consulting Group Ltd., a national engineering services firm delivering infrastructure solutions to customers who own, develop and maintain the built environment, today announced the acquisition of Dennis Corporation (“Dennis”), a civil engineering, surveying and construction management firm headquartered in Columbia, SC. Supporting public and private sector clients, Dennis specializes in delivering general civil infrastructure planning and design; program and construction management and oversight; environmental and geotechnical services for traffic and transportation; intelligent transportation systems (ITS), aviation, water resources and public sector facilities. With a rich history of client-focused services, sustainable engineering practices and forward-thinking solutions, the firm has a proven reputation of success. Established in 2005 by current CEO Dan Dennis, the firm has grown to become one the largest locally owned engineering, surveying and construction management firms in South Carolina. All 40 technical and administrative professionals will become Bowman employees in connection with the acquisition. “Dennis Corporation embodies a culture of commitment to unparalleled client service, which aligns perfectly with our cultural values, making them a great fit for Bowman,” said Gary Bowman, chairman and CEO of Bowman. “Their focus on transportation, construction management and surveying complement recent acquisitions we’ve made, and their geographic footprint introduces us to an attractive growth market in a familiar region. We’re looking forward to getting Dan and his team onboard and integrated into our platform so we can start sharing work and growing our collective base of business through revenue synergies.” “Becoming a Bowman company begins an exciting new chapter in our proud story,” said Dan Dennis, CEO of Dennis Corporation. “Our employees are looking forward to the suite of professional development platforms available at Bowman. We’re anxious to contribute to Bowman’s work-sharing mindset and we’re excited about the opportunities we will have to expand our service offerings and increase our exposure to clients and markets.” Financed with a combination of cash, seller notes and equity, the acquisition falls within previously discussed target multiple and operating metric ranges and is expected to be immediately accretive. The Company anticipates the acquisition will initially operate at an annualized net service billing run rate of approximately $4.5 million. More detailed information on M&A activities, pipeline and guidance updates are provided in connection with scheduled quarterly and annual communications. About Bowman Consulting Group Ltd. Headquartered in Reston, Virginia, Bowman is a national engineering services firm delivering infrastructure solutions to customers who own, develop and maintain the built environment. With over 2,000 employees and more than 80 offices throughout the United States, Bowman provides a variety of planning, engineering, geospatial, construction management, commissioning, environmental consulting, land procurement and other technical services to customers operating in a diverse set of regulated end markets. Bowman trades on the Nasdaq under the symbol BWMN. About Dennis Corporation Since 2005, Dennis Corporation has operated as an engineering, survey and construction management firm committed to innovative designs, sustainable solutions and high-quality services for clients in South Carolina. The firm employs highly trained and experienced personnel who utilize the latest equipment and software for design and construction management. The construction services division has all the necessary DOT, environmental, OSF and OSE certifications and equipment required to perform field inspections and testing. Managing projects throughout the state of South Carolina, the Dennis team understands the importance of completing projects within budget and ahead of schedule. For more information on Dennis Corporation, their projects and their services, visit www.denniscorporation.com.

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Engineering Tech

EXP announces new Northern Ontario Engineering Sector

GlobeNewswire | October 12, 2023

EXP, a global engineering, architecture, design and consulting firm, has announced the establishment of a new Northern Ontario Engineering sector. The new sector will be led by EXP’s Vice President, Northern Ontario Kevin McKay. In his promoted role as sector leader, Kevin will be responsible for engineering services on critical infrastructure projects throughout Northern Ontario. Kevin will use EXP’s global footprint to nurture client relationships, promote growth, recruit talent and foster EXP’s inclusive culture. Kevin’s promotion comes amid robust infrastructure projects in Northern Ontario. “EXP is proud of its reputation for organic growth. As we continue to expand our presence across North America, we are committed to hiring and promoting team members who are client-focused, results-driven and embody EXP’s core values. Kevin’s familiarity with Northern Ontario and his exceptional leadership skills will allow EXP to support clients and communities to reach their desired outcomes,” said EXP’s President and COO Mark Dvorak. Kevin brings over 25 years of experience in strategy, planning and execution of engineering and construction projects. Throughout his career, he has been influential on transportation, building, building science, mining, water and energy projects, including the City of North Bay’s John Street Bridge Replacement, the Dufferin Aggregates’ Flamboro Quarry Expansion and the Municipality of Callander’s Wharf Rehabilitation. He has a Bachelor of Engineering degree from Laurentian University and is a member of Professional Engineers Ontario. EXP’s growth has led to the creation of an international sector, mining sector and extension of its science and technology expertise throughout North America. To continue its rapid growth across Canada, EXP will also expand its transportation market with the upcoming promotion of Vice President, Transportation, Central Canada Magdy Saaman to Sector Leader in FY25. About EXP With a mission to understand, innovate, partner and deliver, EXP provides engineering, architecture, design and consulting services to the world’s built and natural environments. Our heritage dates back to 1906, when the earliest of EXP’s predecessor companies started its engineering infrastructure practice.

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Design, Mechanical and Motion Systems, Engineering Tech

SPX FLOW Launches Universal 2 ND Pump Series Designed Uniquely for Industrial Market

PR Newswire | January 29, 2024

SPX FLOW, has released the Universal® 2 ND Positive Displacement Pump (U2 ND) Series designed with industrial users in mind. The pumps offer the quality and durability the Waukesha Cherry-Burrell brand is known for while optimizing cost and suitability for the industrial market. The U2 ND series significantly expands the WCB pump range, aimed at enhancing reliability and performance across industrial applications while outperforming other pump styles, such as industrial lobe, gear or progressive cavity pumps.The design features improvements uniquely suited for industrial applications, including: Total cost of ownership: The pumps ensure a long running life, given their robust construction materials and designs tailored for each application. Because of its high volumetric efficiency, the pumps can be used to dose fluids, eliminating the need for an additional metering pump.  Efficiency: The U2 ND pump reduces slip, which occurs when fluids move backward from the liquid flow due to internal clearances. Lower slip means more efficiency, reducing the need for higher horsepower motors. Also, the series can process fluids over longer spans due to its high-pressure capability, which reduces the need for multiple pumps in these applications. Reliability: WCB is a proven and trusted global brand dating back to the 1880s. The pumps are made with durable, corrosive-resistant materials compatible with industrial environments. A robust design, equipped with industrial flanges or sanitary fittings, ensures manufacturers can choose the configuration to meet their needs.  Additionally, an extensive sales channel and domestic manufacturing footprint support this pump series, enabling quick deliveries on standardized parts across the entire Universal pump product line. The U2 ND series is complemented by the Universal Industrial 5000 series, which is tailored for users who require OEM (Original Equipment Manufacturer) seals for their industrial pumping operations. Julien Bassett, Pumps Global Product Manager: "Waukesha Cherry-Burrell has extensive experience offering pumps to customers built with their needs in mind. We wanted to expand our offerings to provide quality and durability of the SPX FLOW brand while catering to the unique needs of industrial manufacturers and their applications."

Read More

Engineering Tech

Bowman Acquires South Carolina Firm Dennis Corporation

Business Wire | October 17, 2023

Bowman Consulting Group Ltd., a national engineering services firm delivering infrastructure solutions to customers who own, develop and maintain the built environment, today announced the acquisition of Dennis Corporation (“Dennis”), a civil engineering, surveying and construction management firm headquartered in Columbia, SC. Supporting public and private sector clients, Dennis specializes in delivering general civil infrastructure planning and design; program and construction management and oversight; environmental and geotechnical services for traffic and transportation; intelligent transportation systems (ITS), aviation, water resources and public sector facilities. With a rich history of client-focused services, sustainable engineering practices and forward-thinking solutions, the firm has a proven reputation of success. Established in 2005 by current CEO Dan Dennis, the firm has grown to become one the largest locally owned engineering, surveying and construction management firms in South Carolina. All 40 technical and administrative professionals will become Bowman employees in connection with the acquisition. “Dennis Corporation embodies a culture of commitment to unparalleled client service, which aligns perfectly with our cultural values, making them a great fit for Bowman,” said Gary Bowman, chairman and CEO of Bowman. “Their focus on transportation, construction management and surveying complement recent acquisitions we’ve made, and their geographic footprint introduces us to an attractive growth market in a familiar region. We’re looking forward to getting Dan and his team onboard and integrated into our platform so we can start sharing work and growing our collective base of business through revenue synergies.” “Becoming a Bowman company begins an exciting new chapter in our proud story,” said Dan Dennis, CEO of Dennis Corporation. “Our employees are looking forward to the suite of professional development platforms available at Bowman. We’re anxious to contribute to Bowman’s work-sharing mindset and we’re excited about the opportunities we will have to expand our service offerings and increase our exposure to clients and markets.” Financed with a combination of cash, seller notes and equity, the acquisition falls within previously discussed target multiple and operating metric ranges and is expected to be immediately accretive. The Company anticipates the acquisition will initially operate at an annualized net service billing run rate of approximately $4.5 million. More detailed information on M&A activities, pipeline and guidance updates are provided in connection with scheduled quarterly and annual communications. About Bowman Consulting Group Ltd. Headquartered in Reston, Virginia, Bowman is a national engineering services firm delivering infrastructure solutions to customers who own, develop and maintain the built environment. With over 2,000 employees and more than 80 offices throughout the United States, Bowman provides a variety of planning, engineering, geospatial, construction management, commissioning, environmental consulting, land procurement and other technical services to customers operating in a diverse set of regulated end markets. Bowman trades on the Nasdaq under the symbol BWMN. About Dennis Corporation Since 2005, Dennis Corporation has operated as an engineering, survey and construction management firm committed to innovative designs, sustainable solutions and high-quality services for clients in South Carolina. The firm employs highly trained and experienced personnel who utilize the latest equipment and software for design and construction management. The construction services division has all the necessary DOT, environmental, OSF and OSE certifications and equipment required to perform field inspections and testing. Managing projects throughout the state of South Carolina, the Dennis team understands the importance of completing projects within budget and ahead of schedule. For more information on Dennis Corporation, their projects and their services, visit www.denniscorporation.com.

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Engineering Tech

EXP announces new Northern Ontario Engineering Sector

GlobeNewswire | October 12, 2023

EXP, a global engineering, architecture, design and consulting firm, has announced the establishment of a new Northern Ontario Engineering sector. The new sector will be led by EXP’s Vice President, Northern Ontario Kevin McKay. In his promoted role as sector leader, Kevin will be responsible for engineering services on critical infrastructure projects throughout Northern Ontario. Kevin will use EXP’s global footprint to nurture client relationships, promote growth, recruit talent and foster EXP’s inclusive culture. Kevin’s promotion comes amid robust infrastructure projects in Northern Ontario. “EXP is proud of its reputation for organic growth. As we continue to expand our presence across North America, we are committed to hiring and promoting team members who are client-focused, results-driven and embody EXP’s core values. Kevin’s familiarity with Northern Ontario and his exceptional leadership skills will allow EXP to support clients and communities to reach their desired outcomes,” said EXP’s President and COO Mark Dvorak. Kevin brings over 25 years of experience in strategy, planning and execution of engineering and construction projects. Throughout his career, he has been influential on transportation, building, building science, mining, water and energy projects, including the City of North Bay’s John Street Bridge Replacement, the Dufferin Aggregates’ Flamboro Quarry Expansion and the Municipality of Callander’s Wharf Rehabilitation. He has a Bachelor of Engineering degree from Laurentian University and is a member of Professional Engineers Ontario. EXP’s growth has led to the creation of an international sector, mining sector and extension of its science and technology expertise throughout North America. To continue its rapid growth across Canada, EXP will also expand its transportation market with the upcoming promotion of Vice President, Transportation, Central Canada Magdy Saaman to Sector Leader in FY25. About EXP With a mission to understand, innovate, partner and deliver, EXP provides engineering, architecture, design and consulting services to the world’s built and natural environments. Our heritage dates back to 1906, when the earliest of EXP’s predecessor companies started its engineering infrastructure practice.

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