Deep learning in healthcare can uncover the hidden opportunities and patterns in clinical data, helping doctors to treat their patients more efficiently.
Artificial Intelligence, machine learning and deep learning have gained a lot of attention for quite some time now. These technologies are revolutionizing various industries such as retail, finance, travel, manufacturing, healthcare, and so on. Healthcare is an important industry that implements these technologies. As health is a priority, medical experts are continually trying to find ways to implement new technologies and provide impactful results. Deep learning in healthcare offers pathbreaking applications. Deep learning gathers a massive volume of data, including patients’ records, medical reports, and insurance records, and applies its neural networks to provide the best outcomes.
Benefits of Deep Learning
In simple words, deep learning is a type of machine learning. It solves problems that were unsolvable. Deep learning uses the neural networks to increase the computational work and provides accurate results. Some of the incredible applications of deep learning are NLP, speech recognition, face recognition. For instance, when you upload a picture with your friend on Facebook, Facebook automatically tags your friend and suggests you his name. Facebook uses deep learning techniques to recognize a face. Deep learning techniques understand human spoken languages and convert them into text. In the future, deep learning, in collaboration with IoT, might see tons of groundbreaking innovations.
Deep Learning in Healthcare
Deep learning is assisting medical professionals and researchers to discover the hidden opportunities in data and to serve the healthcare industry better. Deep learning in healthcare provides doctors the analysis of any disease accurately and helps them treat them better, thus resulting in better medical decisions.
1. Drug discovery
Deep learning in healthcare helps in the discovery of medicines and their development. The technology analyzes the patient’s medical history and provides the best treatment for them. Moreover, this technology is gaining insights from patient symptoms and tests.
2. Medical imaging
Medical imaging techniques such as MRI scans, CT scans, ECG, are used to diagnose dreadful diseases such as heart disease, cancer, brain tumor. Hence, deep learning helps doctors to analyze the disease better and provide patients with the best treatment.
3. Insurance fraud
Deep learning is used to analyze the medical insurance fraud claims. With predictive analytics, it can predict fraud claims that are likely to happen in the future. Moreover, deep learning helps insurance industry to send out discounts and offers to their target patients.
4. Alzheimer’s disease
Alzheimer is one of the significant challenges that the medical industry faces. Deep learning techniques are used to detect the Alzheimer disease at an early stage.
Deep learning technique is used to understand a genome and help patients get an idea about diseases that might affect them. Deep learning has a promising future in genomics, and also the insurance industry. Entilic says that they use deep learning techniques to help doctors make faster and more accurate decisions. Cellscope uses deep learning techniques to help parents monitor the health of their children through a smart device in real time, thus minimizing frequent visits to the doctor. The evolution of deep learning in healthcare provides doctors and patients astonishing applications, enhancing their medical treatment experience.
Mangata Networks to set up space engineering, manufacturing and operations hub in Scotland
Satellite-enabled cloud services company, Mangata Networks, has chosen Scotland as the location for its research & development activities as well as satellite manufacturing, space systems and core network operations.
Over the coming few years, up to 575 new jobs will be created as part of Mangata’s state-of-the-art engineering and operations hub for satellite manufacturing and operations at the Prestwick International Aerospace Park in Ayrshire.
Deputy First Minister of Scotland, John Swinney, said: “The fact that Mangata has chosen to base its new satellite manufacturing facility in Ayrshire is a huge boost for the region, for the space and manufacturing sectors, and for Scotland as a whole.
“As well as the substantial, high-skilled job opportunities, this will open up new pathways for the satellite manufacturing supply chain and help position Scotland as a leading centre for space and manufacturing innovation – while supporting the aims of our space strategy.”
Brian Holz, CEO of Mangata Networks, said: “Scotland, Ayrshire, the local regions, and the UK have expressed a lot of confidence in our system and mission. We are very grateful to be able to locate Mangata’s core product development, satellite manufacturing, and network operations teams in a state-of-the-art facility in Prestwick.
“We will be using this facility to bring our satellite connectivity and intelligent Edge compute solutions to enterprises globally. Today, our customer base has already committed to over 1.5 Tbps pre-launch, nearing full capacity of our initial 32 satellites. As the business grows, Mangata’s network can scale to over 750 satellites. This factory will be a key enabler, allowing us to scale and deliver cost-effective space technology into markets that really need it.”
The hub is supported by an innovative funding and assistance package from public sector partners, totalling over £83.7 million from Scottish Enterprise, Scottish Government, UK Government and South Ayrshire Council. This funding comprises £54.5 million from Scottish Enterprise and £29.2 million from the Ayrshire Growth Deal provided on commercial terms (i.e. this is not grant funding) that will see this funding repaid over the next 15 years.
Adrian Gillespie, chief executive of Scottish Enterprise, said: “This investment has the potential to be a real game-changer in helping unlock economic opportunities from the global commercial space sector. Mangata’s decision to locate this project in Ayrshire is a strong endorsement of our ability to support and nurture global industries of the future. Not only will it bring hundreds of new quality jobs for the people of Scotland, but it will be a catalyst for a new supply chain, opening up opportunities and partnerships both domestically and internationally.
“We look forward to working closely with Mangata to bring its state-of-the-art advanced manufacturing facility to fruition at Prestwick International Aerospace Park.”
Juliette Neu, chief experience officer at Mangata Networks, said: “All the Scottish organisations involved have been incredibly supportive of our efforts to bridge the gap in global connectivity and access. Mangata is passionate about connecting humanity all around the world, using the systems we will develop in Scotland. We saw this same spirit to serve in the local and global community in our interactions in Scotland. They are so committed to helping each other. That drive is at the core of our shared values and mission.”
Mangata’s new facility will produce and test more than 24 medium class satellites every three months, becoming a significant focal point and asset for the Scottish and UK space sectors as well as a centrepiece for technology and innovation. The facility is capable of qualifying, integrating and testing satellites up to 1500kg in size for the space and launch environments. From this engineering hub, the company will establish an operations centre that will manage its satellite systems and global network.
The majority of the new jobs will be highly paid, highly skilled technical engineering positions in product development, designing and manufacturing satellites, and operating the system end-to-end. Construction will begin in early 2023 with manufacturing and operations teams set to move in from late 2024.
Mangata is building a global satellite telecommunications network with sustainable, cutting-edge technology. It is designed to reach and connect any community, anywhere on Earth, removing barriers and inequalities for the up to four billion people without adequate internet access. It will support the creation of local content and enable sharing on a global basis.
Prestwick is already home to Scotland’s largest and most established aerospace cluster, and, through the £80 million investment from the Ayrshire Growth Deal, is now focussed on taking advantage of the burgeoning global commercial space market to become the leading centre for aerospace and space in the UK.
Leader of South Ayrshire Council, Martin Dowey, said: “We are delighted Mangata has chosen to locate in Prestwick and have great pleasure in welcoming them to South Ayrshire. We very much look forward to working with them and seeing the many benefits they bring to our local communities, beginning with hundreds of jobs.
“This really is fantastic news as Mangata is exactly the kind of company we want to attract to South Ayrshire. The global satellite market is booming, and we aim to be right at the centre of that with a vibrant and thriving space sector. This will create high value jobs and exciting future careers for our young people, particularly in STEM-related opportunities, but also in wider support roles.
“The Council has now secured approval for a significant investment programme to deliver commercial workspace at Prestwick. This comprehensive and bold approach gives companies like Mangata the confidence that we can build Prestwick as a global space cluster.
“We are already anticipating the first satellite launches from Prestwick Spaceport from spring 2024 and, through our highly ambitious space programme, are set to become Europe’s premier space hub.”
Larry Schwartz, COO at Mangata Networks, said: “Our Prestwick facility will include a satellite operations centre to operate our satellites following their launch. Our facility will also feature a network operations centre to operate our end-to-end global communications network as well as an R&D centre to develop our intelligent microEdge data centres. Having all of these operations under one roof makes us extremely efficient across all aspects of our technology development and operational networks. This is key to bringing our customers a cost-effective, state-of-the-art network that includes an intelligent Edge compute and cloud service solutions.
“We are looking forward to working with local universities and companies, creating partnerships and integrating technology into our network and product solutions. We will develop those capabilities in Scotland and help those partners scale globally, using our network.”
UK Government Minister for Scotland, Malcolm Offord, said: “The creation of this space manufacturing hub will deliver jobs and investment to Ayrshire and put Scotland at the forefront of an innovative industry.
“The UK Government is investing £10 million towards these cutting-edge facilities as part of our £32 million support for Ayrshire’s space and aerospace programme.”
This technology will be deployed within Scotland where the created network can be tested with customers and used to incubate Scottish startups. These startups will benefit from exposure to Mangata’s investors and will have the opportunity to showcase their own technologies and applications, potentially exporting them on a global basis, through Mangata’s network.
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