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Author: admin | Category: Harley Tattoos | 18.07.2015

Tech pundit Tim O’Reilly had just tried the new Google Photos app, and he was amazed by the depth of its artificial intelligence. The app uses an increasingly powerful form of artificial intelligence called deep learning. In recent years, other companies and researchers have also made huge strides in this area of AI, including Facebook, Microsoft, and Twitter. Deep learning relies on neural networks—systems that approximate the web of neurons in the human brain. Typically, Google trains these neural nets using a vast array of machines equipped with GPU chips—computer processors that were originally built to render graphics for games and other highly visual applications, but have also proven quite adept at deep learning. TensorFlow is a way of building and running these neural networks—both at the training stage and the execution stage.
According to Dean, TensorFlow is well suited not only to deep learning, but to other forms of AI, including reinforcement learning and logistic regression. In open sourcing the tool, Google will also provide some sample neural networking models and algorithms, including models for recognizing photographs, identifying handwritten numbers, and analyzing text. The rub is that Google is not yet open sourcing a version of TensorFlow that lets you train models across a vast array of machines. Why this apparent change in Google philosophy—this decision to open source TensorFlow after spending so many years keeping important code to itself?
That said, TensorFlow is still tied, in some ways, to the internal Google infrastructure, according to Google engineer Rajat Monga. Google has not handed the open source project to an independent third party, as many others have done in open sourcing major software. Certainly, the move will win Google some goodwill among the world’s software developers. Even with TensorFlow in hand, building a deep learning app still requires some serious craft. Correction: This story has been updated to correctly show the Torch framework was originally developed by researchers in Switzerland. OpenROV have developed a low-cost telerobotic submarine that can be built with mostly off-the-shelf parts. The goal of OpenROV is to democratize exploration by allowing anyone to explore and study underwater environments.
The backbone of the project is the global community of DIY ocean explorers who are working, tinkering and improving the OpenROV design. The project started in a garage in Cupertino, with a few guys who wanted to explore an underwater cave.
OpenROV community is also laying the foundation for globally-connected citizen scientists to share their data and findings. Building the OpenROV doesn't require a master in robotics or engineering, but it's a fun project that can be completed in a weekend.
The BeagleBone Black offers higher performance and ready to use out of the box convenience.
The first example I have is node.js, the server-side JavaScript language interpreter with a rapidly growing community. On board the OpenROV Cape is an Atmega328 running Arduino (so you can program it using the Arduino IDE), power regulation and conditioning circuitry (which allows you to power the entire system with anywhere between 6 and 40v), some transistors (attached to the two auxiliary ports) that allow higher-power devises to be controlled with PWM from the Arduino, and four three-pin headers with sig, 5v, and gnd that allow you to connect servos or motor controllers directly to the board. Artificial intelligence is the simulation of human intelligence processes by machines, especially computer systems. Based on the 1969 short story Super-Toys Last All Summer Long, by Brian Aldiss, this science fiction fantasy bears similarities to Pinocchio (1940) and originated as a long-gestating project of director Stanley Kubrick that passed to his friend Steven Spielberg after Kubrick's death. Arduino is an open-source electronics prototyping platform based on flexible, easy-to-use hardware and software. Arduino can sense the environment by receiving input from a variety of sensors and can affect its surroundings by controlling lights, motors, and other actuators. The boards can be built by hand or purchased pre-assembled; the software can be downloaded for free. An Arduino board consists of an Atmel 8-bit AVR microcontroller with complementary components to facilitate programming and incorporation into other circuits. At a conceptual level, when using the Arduino software stack, all boards are programmed over an RS-232 serial connection, but the way this is implemented varies by hardware version. The Arduino Nano, and Arduino-compatible Bare Bones Board and Boarduino boards may provide male header pins on the underside of the board to be plugged into solderless breadboards. Arduino and Arduino-compatible boards make use of shields—printed circuit expansion boards that plug into the normally supplied Arduino pin-headers.
The Arduino integrated development environment (IDE) is a cross-platform application written in Java, and is derived from the IDE for the Processing programming language and the Wiring projects. The Arduino IDE uses the GNU toolchain and AVR Libc to compile programs, and uses avrdude to upload programs to the board.
As the Arduino platform uses Atmel microcontrollers, Atmel's development environment, AVR Studio or the newer Atmel Studio, may also be used to develop software for the Arduino.

The core Arduino developer team is composed of Massimo Banzi, David Cuartielles, Tom Igoe, Gianluca Martino, David Mellis and Nicholas Zambetti. Although the hardware and software designs are freely available under copyleft licenses, the developers have requested that the name "Arduino" be exclusive to the official product and not be used for derivative works without permission. By analyzing thousands of photos of gravestones, this AI technology can learn to identify a gravestone it has never seen before.
And typically, it didn’t share its designs with the rest of the world until it had moved on to other designs.
Yes, Google open sources parts of its Android mobile operating system and so many other smaller software projects.
GPUs are good at processing lots of little bits of data in parallel, and that’s what deep learning requires. They often run on traditional computer processors inside the data center, and in some cases, they can run on mobile phones. But in developing applications for this AI engine, coders can use either C++ or Python, the most popular language among deep learning researchers.
The community ranges from professional ocean engineers to hobbyists, software developers to students.
It's a lower-cost, high-expansion focused BeagleBoard based on the AM335x Cortex A8 ARM processor from Texas Instruments.
It includes all the necessary accessories in the box so you can spend more time programming and less time sourcing parts. While the template-based coding of systems like the Arduino make it easy to copy-and-paste simple projects and a limited number of more complex libraries that don't have a lot of interaction, 20 years of Linux development have generated an extensive set of highly interoperable software that can be utilized and collaborated upon, without sacrificing the simplicity of doing something like toggling an LED or switch or reading an analog or I2C-based sensor. There is circuitry attached to the Arduino for measuring voltages on the board, and there are even header holes that fit the Arduino header pattern so you can stack an Arduino Shield on top of the OpenROV Cape!
These processes include learning (the acquisition of information and rules for using the information), reasoning (using the rules to reach approximate or definite conclusions), and self-correction. Haley Joel Osment stars as David, a "mecha" or robot of the future, when the polar ice caps have melted and submerged many coastal cities, causing worldwide starvation and human dependence upon robotic assistance.
It's intended for artists, designers, hobbyists and anyone interested in creating interactive objects or environments.
Arduino projects can be stand-alone or they can communicate with software running on a computer (e.g. The hardware consists of an open-source hardware board designed around an 8-bit Atmel AVR microcontroller, or a 32-bit Atmel ARM. Hardware design information is available for those who would like to assemble an Arduino by hand. An important aspect of the Arduino is the standard way that connectors are exposed, allowing the CPU board to be connected to a variety of interchangeable add-on modules known as shields. Serial Arduino boards contain a level shifter circuit to convert between RS-232-level and TTL-level signals.
Some Arduino-branded boards have been designed by the American company SparkFun Electronics.
Shields can provide motor controls, GPS, ethernet, LCD display, or breadboarding (prototyping). It is designed to introduce programming to artists and other newcomers unfamiliar with software development. The APM is a full UAV (Unmanned Autonomous Vehicle) autopilot, supporting piloted and unpiloted operation of vehicles, including hundreds of GPS waypoints, camera control and auto launch and docking. Massimo Banzi was interviewed on the March 21st, 2009 episode (Episode 61) of FLOSS Weekly on the network, in which he discussed the history and goals of the Arduino project. The official policy document on the use of the Arduino name emphasizes that the project is open to incorporating work by others into the official product. It’s open sourcing that engine, freely sharing the underlying code with the world at large.
Feed them myriad photos of breakfast, lunch, and dinner, and they can learn to recognize a meal.
The hope, however, is that outsiders will expand the tool to other languages, including Google Go, Java, and perhaps even Javascript, so that coders have more ways of building apps. As Nicholson points out, you can also bet that Google is holding code back because the company wants to maintain an advantage. But it has shared the code under what’s called an Apache 2 license, meaning anyone is free to use the code as they please.
According to Dean, you can think of TensorFlow as combining the best of Torch and Caffe and Theano. As Dean points out, a Google deep-learning open source project and a Google deep-learning cloud service aren’t mutually exclusive. But at the same time, says Monga, it will also help improve machine learning as a whole, breeding all sorts of new ideas. As part of the shipping image with the BeagleBone, we are looking to provide the git-enabled Cloud9 IDE that allows you to edit node.js applications directly over your web browser by simply pointing it to the BeagleBone.

Particular applications of AI include expert systems, speech recognition, and image recognition. The first mecha designed to experience love, David is the "son" of Henry (Sam Robards), an employee of the company that built the boy, and the grief-stricken Monica (Frances O'Connor). The software consists of a standard programming language compiler and a boot loader that executes on the microcontroller.
It was estimated in mid-2011 that over 300,000 official Arduinos had been commercially produced. Some shields communicate with the Arduino board directly over various pins, but many shields are individually addressable via an I?C serial bus, allowing many shields to be stacked and used in parallel.
Current Arduino boards are programmed via USB, implemented using USB-to-serial adapter chips such as the FTDI FT232. Many are the basic Arduino with the addition of commonplace output drivers, often for use in school-level education to simplify the construction of buggies and small robots. It includes a code editor with features such as syntax highlighting, brace matching, and automatic indentation, and is also capable of compiling and uploading programs to the board with a single click. The first Ardupilot version was based on thermopile who relies on determining a hypothetical horizon by measuring the difference of temperature between the sky and the ground.
He also gave a talk at TEDGlobal 2012 Conference, where he outlined various uses of Arduino boards around the world.
The source code for the IDE is available and released under the GNU General Public License, version 2. Several Arduino-compatible products commercially released have avoided the "Arduino" name by using "-duino" name variants. After all, Google also uses this AI engine to recognize spoken words, translate from one language to another, improve Internet search results, and more.
This software is called TensorFlow, and in literally giving the technology away, Google believes it can accelerate the evolution of AI.
And it’s not sharing access to the remarkably advanced hardware infrastructure that drives this engine (that would certainly come with a price tag).
In releasing TensorFlow, Google is open sourcing software that sits at the heart of its empire.
Many of those earlier tools, Dean explains, were too closely tied to the Google infrastructure. David is meant to replace the couple's hopelessly comatose son, but when their natural child recovers, David is abandoned and sets out to become "a real boy" worthy of his mother's affection. Official Arduinos have used the megaAVR series of chips, specifically the ATmega8, ATmega168, ATmega328, ATmega1280, and ATmega2560. Some variants, such as the Arduino Mini and the unofficial Boarduino, use a detachable USB-to-serial adapter board or cable, Bluetooth or other methods.
Others are electrically equivalent but change the form factor, sometimes permitting the continued use of Shields, sometimes not.
With the participation of Jordi Munoz, the system was improved to replace thermopile by IMU (Inertial measurement unit) using a combination of accelerometers and gyroscopes (and also optional magnetometers). The rest of the world could turn this tech towards so many other tasks, from ad targeting to computer security. Through open source, outsiders can help improve on Google’s technology and, yes, return these improvements back to Google. But Google is giving away at least some of its most important data center software, and that’s not something it has typically done in the past. Feed them some old movie dialogue, and they can learn to carry on a conversation—not a perfect conversation, but a pretty good conversation.
You can, say, point the app at a German street sign, and it will instantly translate into English.
Development of the application library will be done entirely in the open and is awaiting launch until there is broad availability of the hardware to avoid any undue refactoring that might come from not having the proper collaboration and review.
Along the way, David is mentored by a pleasure-providing mecha named Gigolo Joe (Jude Law) and a talking "super toy" bear named Teddy. Most boards include a 5 volt linear regulator and a 16 MHz crystal oscillator (or ceramic resonator in some variants), although some designs such as the LilyPad run at 8 MHz and dispense with the onboard voltage regulator due to specific form-factor restrictions. An Arduino's microcontroller is also pre-programmed with a boot loader that simplifies uploading of programs to the on-chip flash memory, compared with other devices that typically need an external programmer.
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