What is Deep Learning?
Deep learning can be considered as a subset of machine learning.
It is a field that is based on learning and improving on its own by collating, processing. deriving. merging computer algorithms.
How Does Deep Learning Work?
Neural networks are comprised of layers of nodes, much like the human brain is made up of neurons.
Nodes within individual layers are connected to adjacent layers.
The network is said to be deeper based on the number of layers it has.
A single neuron in the human brain receives thousands of signals from other neurons.
In an artificial neural network, signals travel between nodes and assign corresponding weights.
A heavier weighted node will exert more effect on the next layer of nodes. The final layer compiles the weighted inputs to produce an output.
Deep learning systems require large amounts of data to return accurate results; accordingly, information is fed as huge data sets.
When processing the data, artificial neural networks can classify data with the answers received from a series of binary true or false questions involving complex mathematical calculations.
For example, a facial recognition program works by learning to detect and recognize edges and lines of faces, then more significant parts of the faces, and, finally, the overall representations of faces.
Deep Learning Provider |
GeneData |
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Specialty |
Genedata Imagence® lets you train deep neural networks to classify cellular phenotypes in HCS images for objective, high-quality results. It automates analysis, leaving strength of deep learning algorithms assigned to assay biologists. A versatile image analysis solution, Genedata Imagence handles stem cell differentiation experiments, multiplexed Cell Painting assays, co-culture assays. |
| Pricing |
Request a quotation:singapore@genedata.com |
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Website |
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| Address |
101 Thomson Road United Square #06-01 |
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Telephone |
+65 682 954 33 |
| Operating Hours |
8.30 am to 5.30 pm |
Deep Learning Provider |
SAS |
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Specialty |
SAS leads in data analytics. Through innovative software and services, SAS empowers and inspires customers around the world to transform data into intelligence. SAS’s software enables deep learning construction. As a data scientist, business analyst, statistician, or forecaster, discover the real power of SAS® to explore, analyse and visualize data. |
| Pricing |
Request a quotation: sasap@sas.com |
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Website |
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| Address |
1 Wallich St, #16-01/02 Guoco Tower, Singapore 078881 |
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Telephone |
+65-6398 8988 |
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Operating Hours |
8.30 am to 5.30 pm |
Deep Learning Provider |
Lux |
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Specialty |
Lux is your partner in making the strategic tech innovation decisions that drive growth for your organization. They provide analysis, data, and expert opinions through our products and services at key steps in your process. They help you drive top- and bottom-line growth by understanding evolving technology elements, implementing solutions. |
| Pricing |
Request a quotation: info@luxresearchinc.com |
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Website |
https://www.luxresearchinc.com/ |
| Address |
28 Emerald Hill, Singapore 229308 |
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Telephone |
+65-6592 6978 |
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Operating Hours |
9 am to 5 pm |
Deep Learning Provider |
FutureGen |
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Specialty |
Their clients typically need to quickly complete their machine learning projects. They also need to be flexible and nimble without adding head counts. Their outsourced data preparation service takes care of your ETL tasks (Extract, Transform, Load) and delivers quick and accurate data for their needs. They accelerate data analytics. |
| Pricing |
Request a quotation:marketing@futuregen.sg |
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Website |
https://futuregen.sg/ |
| Address |
1 Fullerton Road #02-01 One Fullerton Singapore 049213 |
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Telephone |
+65- 9101-4508 |
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Operating Hours |
24/7 |
Deep Learning Provider |
IBM |
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Specialty |
Design complex neural networks, experiment at scale to deploy optimized learning models within IBM Watson Studio. Enterprise Strategy Group (ESG) put IBM Watson Studio, Watson Machine Learning through tests to validate their ability to: Collect data, organize analytics foundation, Analyse insights. Get Cloud Pak for Data, IBM Cloud to access. |
| Pricing |
Request a quotation: direct@sg.ibm.com |
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Website |
https://www.ibm.com/sg-en |
| Address |
9 Changi Business Park Central 1 The IBM Place Singapore 486048 |
| Telephone |
1800 3172 782 |
Deep Learning Provider |
KONGSBERG |
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Specialty |
KONGSBERG is a leading global technology corporation delivering solutions with extreme performance for customers operating under extremely challenging conditions. The group has fulfilled demanding customers’ needs and adapted to changing market conditions throughout its history. They service multiple organizations: deep-sea, digital, defense, marine, oil and gas, fisheries, aerospace, space industries. Services: Digitalization, cloud-based digital ecosystem, data analytics, maritime digitalisation, software solutions for oil and gas |
| Pricing |
Request a quotation: knc.sg@kongsberg.com |
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Website |
https://www.kongsberg.com/ |
| Address |
PSA Vista 20 Harbour Drive #06-01A Singapore 117612 |
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Telephone |
+65 67 73 14 64
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Operating Hours |
8 am to 6 pm |
Deep Learning Provider |
DELL Technologies |
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Specialty |
Cognitive technologies are developing in modern computing. Applications previously requiring human intelligence, including data analytics, complex processing, statistical modelling, and visualizations are now augmented by powerful machine learning algorithms, accelerating processes. Powered by Dell Precision workstations, these algorithms give new insights to information so you can move your business forward. |
| Pricing |
Request a quotation: HSB_Online_Req_APCC@Dell.com |
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Website |
https://www.delltechnologies.com/en-sg |
| Address |
No. 1 Changi Business Park Central 1 Level 01 & 08 Singapore 486036 |
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Telephone |
1800-394-7426 |
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Operating Hours |
10am to 10pm |
Deep Learning Provider |
Biofourmis |
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Specialty |
The people at Biofourmis are diverse. They have engineers, clinicians, scientists internationally based, operating at the intersection of data science, biotechnology, and software technology. They unite with a purpose: to free chronic patients from the exhausting, stressful, and expensive cycle of clinical exacerbations and hospital readmissions, to facilitate correspondence with hospitals. |
| Pricing |
Request a quotation: info@biofourmis.com |
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Website |
https://www.biofourmis.com/ |
| Address |
Vision Exchange #23-01 2 Venture Drive Singapore, 608526 |
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Telephone |
+65-6253 6306 |
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Operating Hours |
9 am to 6 pm |
Deep Learning Provider |
Daitaku |
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Specialty |
Dataiku was founded in 2013 on the principle that in order to succeed in the world’s rapidly evolving data ecosystem, companies – no matter what their industry or size – must use data science, machine learning, and AI to continuously innovate. Enterprise AI embeds data systems and competencies organization wide. |
| Pricing |
Request a quotation: contact@dataiku.com |
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Website |
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| Address |
WeWork City House 36 Robinson Road Singapore 068877 |
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Telephone |
+65-6681 6768 |
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Operating Hours |
9 am to 6 pm |
Deep Learning Provider |
Western Digital |
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Specialty |
Western Digital Offers a Portfolio of Products, covering a Range of Market Segments, Created to Enable Customers to Derive Valuable Insights and Intelligence from Big Data. Western Digital Provides Multiple Products — from Devices to Systems and Platforms — for the Surveillance Market to Capture Video for Real-Time Analysis and Actionable Insights. |
| Pricing |
Request a quotation:Jolin.Tan@wdc.com |
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Website |
https://www.westerndigital.com/ |
| Address | 9 Tampines Grande #04-22 Singapore 528735 |
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Telephone |
+65- 6441 9989 |
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Operating Hours |
9 am to 6 pm |
Deep Learning Provider |
SQREEM Technologies |
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Specialty |
SQREEM developed large cloud-hosted behavioral data acquisition and analysis capabilities internationally. They map behavioral intent to purchase and target consumers across any channel, in any language, across borders. They built an AI platform able to grasp behavior, context, and logic, at levels of scale and complexity vastly beyond human capability. |
| Pricing |
Request a quotation: info@sqreem.com |
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Website |
https://sqreemtech.com/ |
| Address | 133 Cecil Street, #15-03 Keck Seng Tower, Singapore 069535 |
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Email contact |
sqmediabuying@sqreem.com |
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Operating Hours |
24/7 |
Deep Learning Provider |
Oracle Singapore |
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Specialty |
Traditionally what occurs is people not being able to collaborate. Adding machine learning to Oracle Analytics Cloud helps people organize their work and build, train, and deploy these data models. It is a collaboration tool whose value is in accelerating processes and allowing different parts of the business to collaborate. Services: Machine learning, deep learning, Image classification, Predictive maintenance, Recommendation engines |
| Pricing | Request a quotation: salesinquiry_sg@oracle.com |
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Website |
https://www.oracle.com/sg/ |
| Address | 1 Fusionopolis Place, Level 12, Galaxis Singapore 138522 |
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Telephone |
1800 672 2531 |
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Operating Hours |
8.30 am to 7 pm |
Deep Learning Provider |
A.I. Hub Singapore |
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Specialty |
Their solutions allow access to AI. AI help accessed from familiar devices like smartphones, laptops, PCs. No need to learn and get used to new platforms / program. Integrates with existing IT systems to deliver seamless experience. AI machines especially good to spot patterns in the large datasets of today. Services: Digital assistants, product recommendations, predictive search algorithms, machine learning, deep learning |
| Pricing | Request a quotation: help@aihub.sg |
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Website |
https://aihub.sg/ |
| Address | 9 Media Cir, #02-03 Alice@Mediapolis, Singapore 138565 |
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Telephone |
+65 63030660 |
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Operating Hours |
9 am to 5 pm |
Deep Learning Provider |
Abeam Consulting |
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Specialty |
ABeam Consulting provides AI analytics services that take advantage of the state-of-the-art digital technologies in the age of Big Data, A.I. and deep learning. This enables them to serve clients as a powerful Business Intelligence management aide that can contribute to the maintenance, expansion of profit and continuation of growth. Services: Deep learning, machine learning, data analytics, A.I, consulting, digital transformation |
| Pricing | Request a quotation: sgabfacebook@abeam.com |
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Website |
https://www.abeam.com/sg/en |
| Address | 18 Cross Street #10-05/09 China Square Central Singapore, Singapore 048423 |
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Telephone |
+65- 6922 5270 |
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Operating Hours |
9 am to 5 pm |
Deep Learning Provider |
XJERA Labs |
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Specialty |
XJERA LABS is a Singapore based emerging market leader of Artificial Intelligence and video analytics solutions in Singapore and Asia. Their video analytics solutions provide real-time, accurate and actionable insights for round-the-clock monitoring and detection. They have received recognition by numerous government agencies in Singapore, including IMDA, IDA, Changi Airport. Services: Deep learning, Video analytics, Artificial Intelligence, Surveillance, Face-recognition |
| Pricing | Request a quotation: enquiry@xjeralabs.com |
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Website |
https://xjeralabs.com/ |
| Address | 201 Henderson Rd, #08-23/24, Singapore 159545 |
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Telephone |
+65- 6808 7712 |
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Operating Hours |
10 am to 6 pm |
Deep Learning Provider |
Ninos I.T. Solution |
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Specialty |
Ninos IT Solution is an established IT services providing firm which encompasses young and dynamic professionals doing mobile app development. Ninos IT Solution is a Top rated Best Mobile Application Development Company in Singapore. Android and IOS Application Development Company in Singapore, Android & IOS Mobile App Developers Company in Singapore. Services: Mobile App development, Android development, Customized web development, Ecommerce site development, Service management software |
| Pricing | Request a quotation: info@ninositsolution.sg |
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Website |
https://www.ninositsolution.sg/ |
| Address | 10 #27-15, Anson Road, International plaza, Singapore 079903 |
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Telephone |
+65-9006 1040 |
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Operating Hours |
9 am to 6 pm |
Deep Learning Provider |
Huawei |
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Specialty |
Leading computing power, Atlas 900 AI cluster consists of thousands of Ascend 910 AI processors. Huawei’s cluster communication library, job scheduling platform impresses. This means faster AI model training with images and speech, more efficient astronomical and oil exploration, weather forecast, and faster time to market (TTM) for autonomous driving. Services: Deep learning training, Autonomous driving, predictive analytics, Image recognition, Speech recognition |
| Pricing | Request a quotation: support@huawei.com |
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Website |
https://www.huawei.com/ |
| Address | 51 Changi Business Park Central 2, #07-08 The Signature Singapore 486066 |
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Telephone |
+65-68254200 |
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Operating Hours |
9 am to 6 pm |
Deep Learning Provider |
LINX Singapore |
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Specialty |
LINX Singapore is the leading Machine Vision distributor in Southeast Asia. They provide the best-in-class machine vision components such as industrial cameras and lenses, accompanied by cutting edge vision inspection software and systems. Their extensive industrial imaging and machine vision solutions by top-grade manufacturers can be used widely across industries. Services: Vision software, machine vision components, hyperspectral imaging, volumetric capture system, 3D sensors |
| Pricing |
Request a quotation: marketing@linx-sg.com |
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Website |
https://linx-sg.com/ |
| Address | 37 Tannery Ln, #04-08 Tannery House, Singapore 347790 |
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Telephone |
+65-6842 0500 |
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Operating Hours |
9 am to 6 pm |
Deep Learning Provider |
NOVA Group |
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Specialty |
Nova is a leading provider of ready-to-deploy, industry-focused application software and services for both the Government and Healthcare sectors with an international track-record. Their products are developed based on their technical knowledge and in-depth understanding of industry demands and the clients’ requirements. Through research & development, they digitally transform enterprises. Services: Automated image analysis, Deep Learning System, detection of diabetic retinopathy, AI technology, assess retinal photographs |
| Pricing | Request a quotation: raymond.tan@nova-hub.com |
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Website |
https://www.nova-hub.com/ |
| Address | 60 MacPherson Road, Block 1 Siemens Centre #05-08, Singapore 348615 |
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Telephone |
(+65) 6216 9869 |
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Operating Hours |
8.30 am to 6 pm |
Deep Learning Provider |
Untangle |
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Specialty |
They are a fresh Singapore based AI company. They simplify AI for developers and businesses. At Untangle they want to understand AI’s in the most intuitive way. They are a bunch of futurists who think that machines can be leveraged to be a more productive aspect of all our lives. |
| Pricing | Request a quotation: info@untangle.com |
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Website |
https://www.untangle.ai/ |
| Address | 32 Carpenter Street, #03-01, Singapore 059911 |
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Email contact |
info@untangle.com |
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Operating Hours |
24/7 |
Emergence and progress of Deep Learning
Machine learning is documented to have arisen in the 1950s when Alan Turing, a British mathematician, proposed his artificially intelligent “learning machine.”
Arthur Samuel wrote the first computer learning program.
His program made an IBM computer improve at the game of checkers the longer it played.
In the decades that followed, various machine learning techniques rose and fell.
Neural networks were mostly ignored by machine learning researchers, as they were plagued by the ‘local minima’ problem in which weightings incorrectly appeared to give the fewest errors.
However, some machine learning techniques like computer vision and facial recognition advanced dramatically.
In 2001, a machine learning algorithm called Adaboost was developed to detect faces within an image in real-time.
The most significant leap forward for neural networks happened because of the introduction of substantial amounts of labelled data with ImageNet, a database of millions of labelled images from the Internet.
In the years since technology companies have made their deep learning libraries open source.
Examples include Google Tensorflow, Facebook open-source modules for Torch, Amazon DSSTNE on GitHub, and Microsoft CNTK.
Deep Learning in Practice
Besides your favorite music streaming service suggesting tunes you might enjoy, how is deep learning impacting people’s lives?
Deep learning is finding its way into applications.
Most using Facebook cannot help but notice that the social platform commonly identifies and tags your friends when you upload new photos.
Digital assistants like Siri, Cortana, Alexa, and Google Now use deep learning for natural language processing and speech recognition.
Skype translates spoken conversations in real-time.
Most Email platforms are adept at identifying spam messages before they reach the inbox.
PayPal has implemented deep learning to prevent fraudulent payments.
Apps like CamFind allow users to take a picture of any object and, using mobile visual search technology, identify the object.
Google is leveraging deep learning to deliver solutions.
Google Deepmind’s AlphaGo computer program recently defeated standing champions at the game of Go.
DeepMind’s WaveNet can generate speech mimicking human voice that sounds more natural than speech systems presently on the market.
Google Translate is using deep learning and image recognition to translate voice and written languages.
Google PlaNet can identify where any photo was taken. Google developed the deep learning software database, Tensorflow, to help produce A.I. applications.
Deep learning is only in its conception and, in the decades to come, will transform society.
Self-driving cars are being tested worldwide; the complex layer of neural networks is being trained to determine objects to avoid, recognize traffic lights, and know when to adjust speed.
Neural networks are becoming adept at forecasting everything from stock prices to the weather.
Consider the value of digital assistants who can recommend when to sell shares or when to evacuate ahead of a hurricane.
Deep learning applications will even save lives as they develop the ability to design evidence-based treatment plans for medical patients and help detect cancers early.
Deep Learning in Singapore
Self-driving vehicles, dating apps which give out relationship advice, humanoid robots that crack jokes and throw tantrums, simulating emotions, passions.
With a global market that is expected to reach US$35,870 million by 2025 from its direct revenue sources, artificial intelligence (AI) is no longer just the subject of science fiction books.
It is already here.
According to a study carried out by IDC, in the ASEAN region, AI adoption rates are currently on the rise and growth has almost doubled in comparison to last year.
When it comes to adopting this emerging technology, Indonesia is leading the way, with 24.6% of companies already embracing AI in some capacity.
Thailand comes in second and the bronze medal goes to Singapore.
This is somewhat surprising, considering the city state is normally something of a trailblazer in the region when it comes to embracing new technologies.
It does not look like this trend is set to slow down any time soon, with businesses, start-ups and the government in Singapore all taking serious steps to reposition themselves as leaders in the AI market.
In 2018, the national initiative AI Singapore (AISG) announced two new initiatives in partnership with the Infocomm Media Development Authority (IMDA) and the year before that, AI Singapore was set up with express instructions “to catalyze, synergize and boost Singapore’s AI capabilities to power [Singapore’s] future, digital economy.”
The government has also identified AI as one of the four core technologies essential to the country’s push towards being “digitally ready”.
Embracing the technology could help the country to overcome some of its current economic challenges of slowing growth, falling capital investment, soft workforce growth and decelerated productivity.
Deep Learning Sample Costs in Singapore
Hourly consultants often charge an hourly rate of $340 to $470. Flat-rate consultants cost $6710 to $ 9400 per project.
Editor’s Note:
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