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Archivo del Autor: Belen De Leon

Google is baking machine learning into its BigQuery data warehouse

There are still a lot of obstacles to building machine learning models and one of those is that in order to build those models, developers often have to move a lot of data back and forth between their data warehouses and wherever they are building their models. Google is now making this part of the process a bit easier for the developers and data scientists in its ecosystem with BigQuery ML, a new feature of its BigQuery data warehouse, by building some machine learning functionality right into BigQuery.

Using BigQuery ML, developers can build models using linear and logistical regression right inside their data warehouse without having to transfer data back and forth as they build and fine-tune their models. And all they have to do to build these models and get predictions is to write a bit of SQL.

Moving data doesn’t sound like it should be a big issue, but developers often spend a lot of their time on this kind of grunt work — time that would be better spent on actually working on their models.

BigQuery ML also promises to make it easier to build these models, even for developers who don’t have a lot of experience with machine learning. To get started, developers can use what’s basically a variant of standard SQL to say what kind of model they are trying to build and what the input data is supposed to be. From there, BigQuery ML then builds the model and allows developers to almost immediately generate predictions based on it. And they won’t even have to write any code in R or Python.

These new features are now available in beta.


Source: TechCrunch

Google launches a standalone version of Drive for businesses that don’t want the full G Suite

If you are a business and want to use Google Drive, then your only option until now was to buy a full G Suite subscription, even if you don’t want or need access to the rest of the company’s productivity tools. Starting today, though, these businesses will be able to buy a subscription to a standalone version of Google Drive, too.

Google says that a standalone version of Drive has been at the top of the list of requests from prospective customers, so it’s now giving this option to them in the form of this new service (though to be honest, I’m not sure how much demand there really is for this product). Standalone Google Drive will come with all the usual online storage and sharing features as the G Suite version.

Pricing will be based on usage. Google will charge $8 per month per active user and $0.04 per GB stored in a company’s Drive.

Google’s idea here is surely to convert those standalone Drive users to full G Suite users over time, but it’s also an acknowledgement on Google’s part that not every business is ready to move away from legacy email tools and desktop-based productivity applications like Word and Excel just yet (and that its online productivity suite may not be right for all of those businesses, too).

Drive, by the way, is going to hit a billion users this week, Google keeps saying. I guess I appreciate that they don’t want to jump the gun and are actually waiting for that to happen instead of just announcing it now when it’s convenient. Once it does, though, it’ll become the company’s eighth product with more than a billion users.


Source: TechCrunch

Google is making a fast specialized TPU chip for edge devices and a suite of services to support it

In a pretty substantial move into trying to own the entire AI stack, Google today announced that it will be rolling out a version of its Tensor Processing Unit — a custom chip optimized for its machine learning framework TensorFlow — optimized for inference in edge devices.

That’s a bit of a word salad to unpack, but here’s the end result: Google is looking to have a complete suite of customized hardware for developers looking to build products around machine learning, such as image or speech recognition, that it owns from the device all the way through to the server. Google will have the cloud TPU (the third version of which will soon roll out) to handle training models for various machine learning-driven tasks, and then run the inference from that model on a specialized chip that runs a lighter version of TensorFlow that doesn’t consume as much power. Google is exploiting an opportunity to split the process of inference and machine training into two different sets of hardware and dramatically reduce the footprint required in a device that’s actually capturing the data. That would result in faster processing, less power consumption, and potentially more importantly, a dramatically smaller surface area for the actual chip.

Google is also rolling out a new set of services to compile TensorFlow (Google’s machine learning development framework) into a lighter-weight version that can run on edge devices without having to call the server for those operations. That, again, reduces the latency and could have any number of results, from safety (in autonomous vehicles) to just a better user experience (voice recognition). As competition heats up in the chip space, both from the larger companies and from the emerging class of startups, nailing these use cases is going to be really important for larger companies. That’s especially true for Google as well, which also wants to own the actual development framework in a world where there are multiple options like Caffe2 and PyTorch.

Google will be releasing the chip on a kind of modular board not so dissimilar to the Raspberry Pi, which will get it into the hands of developers that can tinker and build unique use cases. But more importantly, it’ll help entice developers who are already working with TensorFlow as their primary machine learning framework with the idea of a chip that’ll run those models even faster and more efficiently. That could open the door to new use cases and ideas, and should it be successful, will lock those developers further into Google’s cloud ecosystem on both the hardware (the TPU) and framework (TensorFlow) level. While Amazon owns most of the stack for cloud computing (with Azure being the other largest player), it looks like Google is looking to own the whole AI stack – and not just offer on-demand GPUs as a stopgap to keep developers operating within that ecosystem.

Thanks to the proliferation of GPUs, machine learning has become increasingly common across a variety of use cases, which doesn’t just require the horsepower to train a model to identify what a cat looks like. It also needs the ability to take in an image and quickly identify that said four-legged animal is a cat based on the model it’s trained with tens of thousands (or more) images of what a cat is. GPUs were great for both use cases, but it’s clear that better hardware is necessary with the emergence of use cases like autonomous driving, photo recognition on cameras, or a variety of others — for which even millisecond-level lag is too much and power consumption, or surface area, is a dramatic limiting factor.

The edge-specialized TPU is an ASIC chip, a breed of chip architecture that’s increasingly popular for specific use cases like mining for cryptocurrency (such as larger companies like Bitmain). The chips excel at doing specific things really well, and it’s opened up an opportunity to tap various niches, such as mining cryptocurrency, with specific chips that are optimized for those calculations. These kinds of edge-focused chips tend to do a lot of low-precision calculations very fast, making the whole process of juggling runs between memory and the actual core significantly less complicated and consuming less power as a result.

While Google’s entry into this arena has long been a whisper in the Valley, this is a stake in the ground for the company that it wants to own everything from the hardware all the way up to the end user experience, passing through the development layer and others on the way there. It might not necessarily alter the calculus of the ecosystem, as even though it’s on a development board to create a playground for developers, Google still has to make an effort to get the hardware designed into other pieces of hardware and not just its own if it wants to rule the ecosystem. That’s easier said than done, even for a juggernaut like Google, but it is a big salvo from the company that could have rather significant ramifications down the line as every big company races to create its own custom hardware stack that’s specialized for its own needs.


Source: TechCrunch

The 'Guerrilla' Wikipedia Editors Who Combat Conspiracy Theories

Susan Gerbic’s team of over 100 editors are responsible for some of Wikipedia’s most trafficked pages about UFOs and other pseudoscience.
Source: Wired

‘Castle Rock’ Proves Netflix’s Sci-Fi Push Into Genre Is Spreading

Netflix’s foray into sci-fi has resulted in a now-common sight: its competitors following suit. Hulu’s new show is only the first King-sized salvo.
Source: Wired

Scientists Discover Evidence of the First Large Body of Liquid Water on Mars

“Going from zero bodies of water to one is a big change, for sure, but the full extent of this discovery depends on what we find next.”
Source: Wired

Microsoft's Xbox Adaptive Controller Gets an Accessible Box Design

Microsoft prioritizes accessibility with an innovative package design for its new Xbox controller for disabled gamers.
Source: Wired

Maglite ML300L: The Illuminating Origins of This Tough Flashlight

An itch to build a better flashlight birthed a brilliant companion for cops and outdoorsy types alike.
Source: Wired

SpaceX lands Falcon 9 booster on Just Read The Instructions drone ship

SpaceX confirmed on Twitter this morning that it recovered the booster from the latest Falcon 9 launch. Shortly after launching from Vandenberg Air Force Base in Southern California at 7:39AM ET this morning, the booster stage landed on the Just Read The Instructions drone ship. The company will now try to catch the rocket’s fairing with a giant net attached to the ship Mr. Stevens.

SpaceX has become more adept at landing its booster rockets but it’s still a spectacle every time it happens. This landing is extra special as the winds were gusting around the time of the launch.

The rocket company has so far been less successful with catching the payload shrouds. SpaceX’s high-speed recovery boat Mr. Steven took to the seas this time around with a larger net in the hopes of recovering the fairings. Reusing as much as possible is critical to SpaceX’s mission to lower the cost of space flight.

Today’s launch was SpaceX’s seventh mission for the company’s client Iridium who contracted with SpaceX to launch 75 satellites into orbit. According to SpaceX, today’s payload of Iridium satellites so far deployed without an issue. SpaceX is contracted for one more launch with Iridium.

This was SpaceX’s 14th launch of 2018.

Developing…


Source: TechCrunch

What's the best way to pack your clothes? 3 methods, tested video – CNET

It’s folding vs. rolling vs. packing cubes. Which method will win?
Source: CNET

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