As we look back at the past decade of innovation in the private and the public cloud space, led by Amazon, Microsoft, Google and IBM, the most significant emerging trend we see is the drive toward serverless computing and the appliance model.
In the initial days of cloud computing, companies used cloud as a substitute for their colocation facilities and/or data centers. There were certain incremental benefits to this approach. One benefit was moving capital expenditure away from an equipment model to an operational model. Another was arriving at a service model where the cloud providers themselves take care of software updates, which was especially true with companies like Microsoft and Oracle. If you were using Microsoft software, for example, you wouldnt need to worry about the periodic operating system updates in managed instances of Windows server virtual machines.
As cloud computing has advanced, more companies have made the transition to the cloud-based platform as a service model (PAAS), which delivers computing and software tools over the internet. PaaS can be scaled up or down as needed, which reduces up-front costs and allows you to focus on developing software applications instead of dealing with hardware oriented tasks.
To support this shift toward the PaaS cloud, public cloud companies have begun heavily investing in building or acquiring serverless components that have pre-built unit functionality. These out-of-the-box tools allow organizations to test new concepts, iterate and evaluate without taking on high risk or expense. In the past, only large companies with considerable resources could afford to experiment with AI-based innovation. Now startups or small teams within larger enterprises have access to cloud-based, prepackaged algorithms offering different AI models that can fast-track innovation.
Lets explore practical examples of how this trend helps democratize innovation in artificial intelligence by minimizing the time, money and resources needed to get started.
Resolving The Innovators Dilemma
Imagine your company makes kiosks or digital signage that is used by fast food chains. When customers pull up to a drive-through kiosk, they all receive the same menu choices. But what if the kiosk was smart enough to personalize recommendations? What if it could provide a suggested food and drink pairing based on the weather and the demographics of each customer?
If you wanted to investigate this idea several years ago, you would first write censor software to determine whether someone is within a certain distance of the kiosk. Then you would write censor software to detect weather information, followed by software for recognizing someones face and identifying their demographic information. Finally, you would write the program proposing food and drink options based on the gathered data.
The biggest challenge is that this process requires substantial time and money, and you have no guarantee that your idea will be viable in the end. Will the kiosk work as intended? Will the market be ready for it? Will your customers see value in it?
Now with cloud computing, you can explore your idea without a huge budget or team. The cloud facilitates innovation, not only from a technology standpoint, but also from a business, market validation and iteration perspective. The serverless public cloud infrastructure of all major providers Microsoft, Amazon and Google comes with ready-made components, like face-recognition tools and edge sensors that detect movement and weather conditions.
A software developer on your team could use these components to build a quick prototype and test it with a select group of potential customers for proof of concept. It would be feasible to create a minimum viable product in three to five months, roll it out to select locations, then use feedback to iterate on enhancements. If the concept doesnt work out for any reason, your sunk cost would be significantly lower than in the past.
Developing A Growth Mindset
In our company, we saw the value of this trend when our cloud-native legal e-discovery product started to gain traction in the market. We wanted to double down on our investments in cognitive analytics to learn continuously from the market and improve the customers experience of our solution. One of our big challenges was providing enough holistic case-related information to litigation attorneys upfront so they could see patterns and holes in the data and find relevant or responsive case documents faster.
In the old world without serverless cloud computing, we would have needed to invest in huge hardware and on-premises machine learning tools to even start working on a data science project. But in the new world, our data science team brainstormed specific algorithms that could be used to solve various problems, such as document clustering and term frequency-inverse document frequency, a popular natural language processing concept that helps summarize documents and identify highly relevant keywords in documents.
Because of our core competency in serverless cloud computing, our software engineering, data science and product teams could generate machine learning environments very quickly. We also werent starting from scratch but instead using the existing base algorithms and building on them, which made our iterations faster. Our teams could do both internal and external customer experience tests with different control groups before finalizing the solution that would move on to production. This level of agility in data science innovation would be almost impossible without serverless cloud components.
Serverless cloud computing makes innovation more affordable and accessible to all companies and teams regardless of size and resources. And with more innovation, we all benefit from the diversity of new ideas and options. The building blocks we need already exist in the serverless cloud; we dont need to spend our precious time and resources making them. All we have to do is figure out how to use them in creative ways to benefit our companies and our customers.
Read the original:
Serverless Cloud Computing Will Drive Explosive Growth In AI-Based Innovation - Forbes
- Roundup Of Cloud Computing Forecasts, 2017 - Forbes - May 3rd, 2017 [May 3rd, 2017]
- RCom arm in tie-up for cloud computing - Moneycontrol.com - May 3rd, 2017 [May 3rd, 2017]
- How Do You Define Cloud Computing? - Data Center Knowledge - May 3rd, 2017 [May 3rd, 2017]
- 5 Cloud Computing Stocks to Buy - TheStreet.com - May 3rd, 2017 [May 3rd, 2017]
- Cloud Computing Continues to Influence HPC - insideHPC - May 3rd, 2017 [May 3rd, 2017]
- Red Hat's New Products Centered Around Cloud Computing, Containers - Virtualization Review - May 3rd, 2017 [May 3rd, 2017]
- Adobe bets big on cloud computing for marketing, creative professionals - Livemint - May 3rd, 2017 [May 3rd, 2017]
- Verizon sells cloud services to IBM in 'unique cooperation between ... - Cloud Tech - May 3rd, 2017 [May 3rd, 2017]
- How Cloud Computing Is Turning the Tide on Heart Attacks - Fortune - May 3rd, 2017 [May 3rd, 2017]
- Hospital CIOs see benefits of healthcare cloud computing - TechTarget - May 3rd, 2017 [May 3rd, 2017]
- Trends In Cloud Computing - Business Solutions Magazine - June 6th, 2017 [June 6th, 2017]
- A deeper dive into cloud security as a service: Advantages and issues - Cloud Tech - June 6th, 2017 [June 6th, 2017]
- OpenText buys cloud computing firm for US$103 million - TheRecord.com - June 6th, 2017 [June 6th, 2017]
- Belfast IT firm celebrates cloud computing success in 57 countries ... - Belfast Telegraph - June 6th, 2017 [June 6th, 2017]
- Meet The Cloud Wars Top 10: The World's Most-Powerful Cloud-Computing Vendors - Forbes - June 6th, 2017 [June 6th, 2017]
- How to approach cloud computing and cyber security in 2017 - Information Age - June 6th, 2017 [June 6th, 2017]
- CFOs have discovered the big stick of cloud computing - InfoWorld - June 6th, 2017 [June 6th, 2017]
- Belmont Stakes Odds 2017: Latest Vegas Betting Lines Before Post Positions Draw - Bleacher Report - June 7th, 2017 [June 7th, 2017]
- Cloudistics Announces New Cloud Computing Program That Enables High Margin Reoccurring Revenue Models for ... - Marketwired (press release) - June 7th, 2017 [June 7th, 2017]
- CloudCheckr, cloud computing company expects rapid growth in Rochester - WXXI News - June 7th, 2017 [June 7th, 2017]
- IBM Losing Facebook's WhatsApp as Cloud Customer, says CNBC - Barron's - June 7th, 2017 [June 7th, 2017]
- What My Father Taught Me About Cloud Computing - Virtualization Review - June 7th, 2017 [June 7th, 2017]
- Workday Phenomenon Goes Global As Cloud Computing Goes Mainstream - Forbes - June 7th, 2017 [June 7th, 2017]
- New Cloud Computing and IT Outsourcing Requirements in the Financial Sector - JD Supra (press release) - June 9th, 2017 [June 9th, 2017]
- 3 Things You Should Know About Cloud Computing Right Now - Fortune - June 9th, 2017 [June 9th, 2017]
- Learning in the Sky: Collaborative Robots Embrace Cloud Computing - Machine Design - June 9th, 2017 [June 9th, 2017]
- Best Practices To Manage Your Hybrid Cloud - Forbes - June 9th, 2017 [June 9th, 2017]
- Here's how venture capitalists are thinking about cloud computing companies and technologies - GeekWire - June 9th, 2017 [June 9th, 2017]
- Amazon is helping veterans find jobs in cloud computing - Marketplace - Marketplace.org - June 9th, 2017 [June 9th, 2017]
- New Cloud Computing and IT Outsourcing Requirements in the Financial Sector - Lexology (registration) - June 9th, 2017 [June 9th, 2017]
- Growing Patent Claim Risks in Cloud Computing - Lexology (registration) - June 9th, 2017 [June 9th, 2017]
- The benefits of cloud computing, Rust 1.18, and intelligent tracking prevention in WebKit SD Times news digest ... - SDTimes.com - June 9th, 2017 [June 9th, 2017]
- Edge Computing Is New Cloud Computing Tech Investors Should Track - GuruFocus.com - June 9th, 2017 [June 9th, 2017]
- Real Estate Weekly: Digital Realty Becomes A Cloud Computing Giant - Seeking Alpha - June 9th, 2017 [June 9th, 2017]
- Virtualization admin? Pivot -- pivot now -- to a cloud computing career - TechTarget - June 10th, 2017 [June 10th, 2017]
- Why isn't Cloud Computing in the 2017 Belmont Stakes? - FanSided - June 11th, 2017 [June 11th, 2017]
- Cloud Computing Companies Move Into Medical Diagnosis (GOOG, IBM) - Investopedia - June 11th, 2017 [June 11th, 2017]
- China's cloud industry moving to new era with emergence of unicorns - TechNode (blog) - June 12th, 2017 [June 12th, 2017]
- Terry Crews Is On Crackdown 3 Trailer, No Cloud Computing For Single Player - EconoTimes - June 12th, 2017 [June 12th, 2017]
- The Risks and Perquisites of Cloud Computing - DATAQUEST - June 12th, 2017 [June 12th, 2017]
- Alibaba Cloud announces launch of data centres in India and Indonesia - Cloud Tech - June 12th, 2017 [June 12th, 2017]
- Indonesia banks have yet to implement cloud computing - Jakarta Post - June 13th, 2017 [June 13th, 2017]
- 'Sweden is heaven for cloud computing': Amazon Nordic chief - The ... - The Local Sweden - June 14th, 2017 [June 14th, 2017]
- Amazon.com to open second government cloud-computing region ... - The Seattle Times - June 14th, 2017 [June 14th, 2017]
- Shadow raises $57 million for its cloud computing service for ... - TechCrunch - June 14th, 2017 [June 14th, 2017]
- Amazon Still Leads Cloud Rankings, But Competition Is Coming On Strong - Fortune - June 16th, 2017 [June 16th, 2017]
- Alibaba to enter European cloud computing market in mid-2017 | Air ... - Air Cargo World (registration) - June 17th, 2017 [June 17th, 2017]
- Alibaba to enter European cloud computing market in mid-2017 - Air Cargo World (registration) - June 17th, 2017 [June 17th, 2017]
- Pressing Tech Issue: Enterprise Software Vs. Cloud Computing? - Credit Union Times - June 17th, 2017 [June 17th, 2017]
- 7 Tips for Securely Moving Data to the Cloud - Government Technology (blog) - June 20th, 2017 [June 20th, 2017]
- Chinese tech giant Alibaba joins key open-source cloud computing foundation - GeekWire - June 20th, 2017 [June 20th, 2017]
- Microsoft Could Surpass Amazon in Cloud Computing This Year (AMZN, MSFT) - Investopedia - June 20th, 2017 [June 20th, 2017]
- GDS Holdings Limited (GDS) Announces Strategic Partnership with Tencent Cloud - StreetInsider.com - June 20th, 2017 [June 20th, 2017]
- Cloud first - Philippine Star - June 20th, 2017 [June 20th, 2017]
- Three Considerations for Reducing Risk in Cloud Computing - CIOReview - June 21st, 2017 [June 21st, 2017]
- Cloud Computing and Digital Divide 2.0 - CircleID - CircleID - June 21st, 2017 [June 21st, 2017]
- Microsoft will ride artificial intelligence, cloud computing to higher ... - CNBC - June 21st, 2017 [June 21st, 2017]
- Cloud-Computing Business Lifts Oracle's Profit -- Update - Fox Business - June 21st, 2017 [June 21st, 2017]
- Report affirms continued cloud spend for US businesses in 2017 - Cloud Tech - June 22nd, 2017 [June 22nd, 2017]
- Catching up with an interconnected federal cloud - GCN.com - June 22nd, 2017 [June 22nd, 2017]
- Cloud-Computing Business Lifts Oracle's Profit -- 2nd Update - Fox Business - June 22nd, 2017 [June 22nd, 2017]
- Cisco adapts to the rise of cloud computing - The Economist - June 22nd, 2017 [June 22nd, 2017]
- Amazon accuses Walmart of bullying in cloud computing clash - BBC News - June 22nd, 2017 [June 22nd, 2017]
- Companies plan to spend more on cloud computing services this year, higher prices among drivers: Clutch - Canadian Underwriter - June 23rd, 2017 [June 23rd, 2017]
- Survey: businesses ramp up spending on cloud computing DC ... - DC Velocity - June 24th, 2017 [June 24th, 2017]
- Morgan Stanley: Cloud computing is at 'an inflection point' but how big will it get? - GeekWire - June 26th, 2017 [June 26th, 2017]
- How the cloud has changed education and training - TNW - June 26th, 2017 [June 26th, 2017]
- Cloud computing key to 4th industrial revolution - News VietNamNet - VietNamNet Bridge - June 26th, 2017 [June 26th, 2017]
- Lady Eli, Cloud Computing Among Workers for Brown - BloodHorse.com (press release) (registration) (blog) - June 26th, 2017 [June 26th, 2017]
- Microsoft signs cloud-computing partnership with Box - The Seattle Times - June 27th, 2017 [June 27th, 2017]
- Microsoft Signs Cloud Computing Partnership with Box - CIO Today - June 30th, 2017 [June 30th, 2017]
- US action on Microsoft email case could devastate cloud computing - Irish Times - June 30th, 2017 [June 30th, 2017]
- Cloud computing challenges today: Planning, process and people - TechTarget - July 2nd, 2017 [July 2nd, 2017]
- Five podcasts to catch up on the latest trends in cloud computing - TechTarget - July 2nd, 2017 [July 2nd, 2017]
- Microsoft reportedly set to lay off thousands as part of massive sales reorganization - GeekWire - July 3rd, 2017 [July 3rd, 2017]
- VMware to surge more than 20 percent because the Amazon cloud ... - CNBC - August 25th, 2017 [August 25th, 2017]
- Google Unveils Custom Hardware Chip for Cloud - Investopedia - August 25th, 2017 [August 25th, 2017]
- Cloud Computing Confirmed for Travers | TDN | Thoroughbred Daily ... - Thoroughbred Daily News - August 25th, 2017 [August 25th, 2017]
- Why 2017 Is The Year To Understand Cloud Computing - Nasdaq - August 25th, 2017 [August 25th, 2017]
- Biz Cloud Computing - Four States Homepage - August 25th, 2017 [August 25th, 2017]