Ten Minute TensorFlow Speech Recognition

Like a lot of people, we’ve been pretty interested in TensorFlow, the Google neural network software. If you want to experiment with using it for speech recognition, you’ll want to check out [Silicon Valley Data Science’s] GitHub repository which promises you a fast setup for a speech recognition demo. It even covers which items you need to install if you are using a CUDA GPU to accelerate processing or if you aren’t.

Another interesting thing is the use of TensorBoard to visualize the resulting neural network. This tool offers up a page in your browser that lets you visualize what’s really going on inside the neural network. There’s also speech data in the repository, so it is practically a one-stop shop for getting started. If you haven’t seen TensorBoard in action, you might enjoy the video from Google, below.

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Half-Baked Idea: Put Your PLA In The Oven

[Thomas] wanted to try baking some carbon fiber 3D printing filament because the vendor had promised higher strength and rigidity after the parts were annealed in the oven. Being of a scientific mindset, he did some controls and found that annealing parts printed with the carbon fiber-bearing filament didn’t benefit much from the treatment. However, parts printed with standard PLA became quite a bit stronger and more rigid.

The downside? The parts (regardless of material) tend to shrink a bit in the X and Y axis. They also tend to expand in the Z direction. However, the dimension changes were not that much. The test parts shrunk by about 5% and grew by 2%. He didn’t mention if this was repeatable, which is a shame because if it is repeatable, it isn’t a big deal to adjust part dimensions before printing. Of course, if it isn’t repeatable, it will be difficult to get a particular finished size after the annealing process.

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The Icon Of American Farming That You Now Have To Hack To Own

If you wanted to invoke American farming with colour, which colours would you pick? The chances are they would be the familiar green and yellow of a John Deere tractor. It’s a name that has been synonymous with US agriculture since the 1830s, when the blacksmith whose name appears on the tractors produced his first steel plough blade. The words “American icon” are thrown around for many things, but in the case of John Deere there are few modern brands with as much history to back up their claim to it.

A trip across the prairies then is to drive past Deere products in use from most of the last century. They will still supply parts for machines they made before WW2, and farmers will remain loyal to the brand throughout their lives.

Well… That used to be the case.  In recent years a new Deere has had all its parts locked down by DRM, such that all maintenance tasks on the tractors must be performed by Deere mechanics with the appropriate software. If your tractor breaks in the field you can fit a new part as you always have done, but if it’s a Deere it then won’t run until a Deere mechanic has had a look at it. As a result, Motherboard reports that American farmers are resorting to Ukrainian-sourced firmware updaters to hack their machines and allow them to continue working.  An icon of American farming finds itself tarnished in its heartland.

We’ve reported on the Deere DRM issue before, it seems that the newest development is a licence agreement from last October that prohibits all unauthorised repair work on the machines as well as insulating the manufacturer from legal action due to “crop loss, lost profits, loss of goodwill, loss of use of equipment … arising from the performance or non-performance of any aspect of the software”. This has sent the farmers running to illicit corners of the internet to spend their dollars on their own Deere electronic updating kits rather than on call-out fees for a Deere mechanic. Farmers have had centuries of being resourceful, this is simply the twenty-first century version of the hacks they might have performed decades ago with baler twine and old fertiliser sacks.

You might ask what the hack is here, as in reality they’re just buying a product online, and using it. But this is merely the latest act in a battle in one industry that could have ramifications for us all. Farmers are used to the model in which when they buy a machine they own it, and the Deere DRM is reshaping that relationship to one in which their ownership is on the manufacturer’s terms. How this plays out over the coming years, and how it affects Deere’s bottom line as farmers seek tractors they can still repair, will affect how other manufacturers of products non-farmers use consider DRM for their own business models.

Outside the window where this is being written is a Deere from the 1980s. It’s a reliable and very well-screwed-together tractor, though given the subject of this piece it may be our last green and yellow machine. Its dented badge makes a good metaphor for the way at least for us the brand has been devalued.

Thanks [Jack Laidlaw] for the tip.

Retrotechtacular: Tinkertoy And Cordwood In The Pre-IC Era

It is widely accepted that Gutenberg’s printing press revolutionized thought in Europe and transformed the Western world. Prior to the printing press, books were rare and expensive and not generally accessible. Printing made all types of written material inexpensive and plentiful. You may not think about it, but printing–or, at least, printing-like processes–revolutionized electronics just as much.

In particular, the way electronics are built and the components we use have changed a lot since the early 1900s when the vacuum tube made amplification possible. Of course, the components themselves are different. Outside of some specialty and enthusiast items, we don’t use many tubes anymore. But even more dramatic has been how we build and package devices. Just like books, the key to lowering cost and raising availability is mass production. But mass producing electronic devices wasn’t always as easy as it is today.

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Magsafe 1 To Magsafe 2 The Cheap Way

[Klakinoumi] wanted to use their Magsafe 1 charger from 2007 with their newer Macbook Pro Retina from 2012 — but it had a Magsafe 2 port. There were a few options on the table (buy an adapter, buy a new charger, cry) but those wouldn’t do. [Klakinoumi] went with the brute force option of grinding a Magsafe 1 charger to fit Magsafe 2.

Based on the existence of passive adapters that allow Magsafe 1 chargers to work with newer laptops, we’d assume that the older chargers are probably electrically similar to the newer models. That said, it’s not our gear and we’d definitely be checking first.

With that out of the way, it’s a simple enough modification — grind away the Magsafe 1’s magnet until it fits into a Magsafe 2 port. It really is that easy. The spring-loaded pins all seem to line up with the newer port’s pads. [Klakinoumi] reports it worked successfully in their tests with 2012, 2014 and 2015 Macbooks but that it should be attempted at your own risk — good advice, as laptops ain’t cheap.

When doing this mod, consider taking care not to overheat the connector during grinding. You could both melt plastic parts of the connector, or ruin the magnet by heating it past its Curie point.

Interested in the protocol Magsafe speaks over those little golden pins? Find out here.

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Welcome… To Resin Cast Park

From animatronic dinosaurs to [Jeff Goldblum]’s prosthetic chest hair, Jurassic Park is known for its practical effects and props. While it’s not as fancy as a breathing triceratops, YouTube’s god of resin casting has recreated one of the more endearing props from this movie. [Peter Brown] and [Pocket83] made a replica of the amber-topped cane carried by John Hammond, and it took him two years to do it.

The ‘mosquito in amber’ walking cane prop from Jurassic Park is just what you think it is – a large mosquito-looking bug trapped in 100 million year old amber. Of course, finding such a chunk of amber with the included mosquito would cost a fortune, so [Peter] turned to polyurethane resin. This block of resin was cast in two halves, with a ‘mosquito eater’ (or a crane fly) embedded in the middle. It took two years for [Peter] to cast this block of amber, but really all but two weeks of that was waiting for a few adult crane flys to appear.

With a bug encased in resin, the project went over to [Pocket83] who turned the walking cane on his lathe. There’s not much to this part of the build except for drilling a three-foot long hole down the center of a piece of wood, although the finish does make this cane look spectacular.

The long wait for crane fly breeding season was worth it. This is one of the best looking functional props from Jurassic Park. You can check out the videos for this build below.

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