Showing posts with label science. Show all posts
Showing posts with label science. Show all posts

Celect brings science to the art of retail merchandising

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(Cross-posted on the Google Cloud Blog.)

Editors note: Today’s guest blog comes from Devavrat Shah, Chief Scientist and Co-founder of Celect, which helps retailers understand buying patterns and customer choices.

Retailers spend a lot of time and money trying to figure out what people will buy and when, online or offline. Many retailers see this as an art, but at Celect, we want to add science to this process. The answer lies in what we call the “Choice Engine,” which gathers data on what customers buy and don’t buy – instead of just simply finding out how they rate products they like. Think of the shopping process this way: If someone browses black shirts and red shirts online, but puts a blue shirt in the shopping cart, they’re giving you comparative information. Celect can take these choices and suggest which products a retailer should stock more or less of – as well as predict when price becomes a factor in a shopper’s purchase decision.

My cofounder Vivek Farias and I, both professors at MIT, decided to put our brains together and see if we could bring our technology to the commercial market. We knew our technology was great, so we bootstrapped a team together – two professors, two engineers, and one person on the ground doing business development. Our biggest challenge was scaling our technology even though we had an extremely small development team. We didn’t want to run a system when we didn’t yet have clients.

Fortunately for Celect, we met the criteria for Google Cloud Platform for Startups, giving us $100,000 in credit for Google Cloud Platform products and easy access to engineers and architects to help us make the most of our infrastructure. We quickly found out how good Google’s documentation is, which matters when you’re a startup that needs to move quickly. We get to tap into the expertise of people who’ve spent 10 years building cloud infrastructure, and they know it very well. The web user interface of Google Cloud Storage is very intuitive to navigate, and gives us an overall view of the system and the resources in use.

We run our workloads on Google Compute Engine, which operates easily with our commodity Linux machines – another way we save money as a startup. Google Cloud Platform also gives us peace of mind about security. Retailers trust us with highly proprietary information, and they’re very sensitive to data breaches. When they hear we rely on Google, retailers know we’re adhering to strong security standards.

Since we’re going after large retailers for our product, we need the scalability to store massive datasets. We can create new data stores in Google Cloud Platform so that every client’s data is siloed from the others. It’s the perfect on-demand infrastructure for a company like ours that needs to run lean for the first couple of years.

At this stage in our growth, we want to make very efficient use of every dollar we spend. The past year has been very successful for us, with some great retailer brands signed on and a threefold growth in employees. Google Cloud Platform will grow with us, while helping us develop our products better and faster.

- Posted by Devavrat Shah, Chief Scientist and Co-founder, Celect
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Young people who are changing the world through science

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(Cross-posted on the Google for Education Blog.)

Sometimes the biggest discoveries are made by the youngest scientists. They’re curious and not afraid to ask, and it’s this spirit of exploration that leads them to try, and then try again. Thousands of these inquisitive young minds from around the world submitted projects for this year’s Google Science Fair, and today we’re thrilled to announce the 20 Global Finalists whose bright ideas could change the world.

From purifying water with corn cobs to transporting Ebola antibodies through silk; extracting water from air or quickly transporting vaccines to areas in need, these students have all tried inventive, unconventional things to help solve challenges they see around them. And did we mention that they’re all 18 or younger?

We’ll be highlighting each of the impressive 20 finalist projects over the next 20 days in the Spotlight on a Young Scientist series on the Google for Education blog to share more about these inspirational young people and what inspires them.
Then on September 21st, these students will join us in Mountain View to present their projects to a panel of notable international scientists and scholars, eligible for a $50,000 scholarship and other incredible prizes from our partners at LEGO Education, National Geographic, Scientific American and Virgin Galactic.

Congratulations to our finalists and everyone who submitted projects for this year’s Science Fair. Thank you for being curious and brave enough to try to change the world through science.
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Trick your brain black and white photo turns to colour! Colour The Spectrum of Science BBC

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Trick your brain: black and white photo turns to colour! - Colour: The Spectrum of Science - BBC

Programme website: http://bbc.in/1Q7ik5S Look at the photo in the clip. From a picture that contains no colour our brains are able to construct a full colour image.


I tried to develop a example to experience it - Display image in opposite color to Trick your brain.

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