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It offers study materials for Machine Learning, Algorithmic and Heuristic Procedures. This is a peer- reviewed open- access encyclopedia that contains scholarly articles from Neural Networks, Computation Neurosciences, Graph Theory, Algorithmic Information Theory and many more along with Robotics and Artificial Life. This is a book- length article that combines many peer- reviewed papers that mainly analyzes the issue of ethical AI.It also tells you about the behavior of future AI and are described by mathematical equations. This currently is free draft version book by Yoshua Bengio, Ian Goodfellow and Aaron Courville. This is a book on Deep Learning techniques and logics and covers wide range of related topics including sequence- to- sequence learning. This tutorial is a great repository of introductory knowledge of AI and is best for the beginner level students. The prerequisite for this tutorial is the mandatory knowledge of Computer Science. This tutorial discusses AI required for designing apps and games. This tutorial is more specific and hence it is important for the student to have a good knowledge of Computer Science. This is a free book from Microsoft Research that offers overview of general deep learning methodology and application. This is a free online book that will teach you Neural Networks, which is a nice biologically inspired programming paradigm and also Deep Learning, which is a powerful technique needed for neural networks. This text book is a comprehensive repository that contains elaborate self- learning contents in the field of Machine Learning, which is based on the probabilistic and unified approach. This currently is free draft version book by Yoshua Bengio, Ian Goodfellow and Aaron Courville. This is a book on Deep Learning techniques and logics and covers wide range of related topics including sequence- to- sequence learning. Best AI Video Tutorials and Talks. 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Microsoft must launch a Surface phone — and get it right the first time. Smartphones are the gateways to many tech companies' broader ecosystems. Sadly, history proves any attempt by Microsoft to fill that void in its ecosystem is a huge gamble. Still, the absence of the most personal of computing devices from Microsoft's lineup is detrimental to its present and future relevance. Microsoft must launch a Surface phone. The personal computing landscape is permeated with technologies that became relevant to consumers by way of smartphones. Digital assistants, the cloud, smart home speakers, in- car computing, Io. T and mobile gaming are an increasingly cohesive personal computing tapestry spawned by and centralized around smartphones. Microsoft's retreat from the smartphone space removed the company's rapport to the personal computing landscape and potentially eliminated its future relevance. Microsoft CEO Satya Nadella promised an "ultimate mobile device" that will be "beyond the curve" and won't be like "the other guys'" phones, however. Microsoft's ultimate mobile device. I believe Microsoft's ultimate mobile device will fill the gap left by its absent smartphones, and will potentially create a new device category. The i. Phone's and Android phone's mobile dominance and Microsoft's need for "some type of mobile device," makes both these objectives necessary. Microsoft needs a personal portal to its ecosystem and a compelling device that challenges the "rectangular- slab- smartphone" status quo. Tony Stark's PDA from Iron Man. A device with game- changing, context- conforming hardware which benefits from a synergy of technologies from inking, mixed reality, gaming and more may be the answer. These are lofty goals. This device will require massive engineering resources, profound levels of inter- department collaboration to bring different technologies together and immense marketing and distribution follow- through. This massive investment is also a huge gamble. The risk is accentuated by Microsoft's 1. Not to act, however, is a guarantee that Microsoft, without that personal portal to its ecosystem and nexus point for other technologies, will be irrelevant in the future of personal computing. This can't be overemphasized: Microsoft must launch a Surface phone. Failure should have taught Microsoft how to succeed. What the Lumia 9. External forces, as well as internal shortcomings, led to Microsoft's mobile failures. Slow responses to the market, inconsistent marketing and distribution, support of i. OS and Android at Windows' expense, not- ready- for- prime- time Windows 1. Mobile, and more plagued the platform. Unless Microsoft is oblivious or simply doesn't care, experience should have taught it how not to fail. The coming ultimate mobile device, an ultramobile Surface PC with CShell and telephony, may succeed. As a telephony- enabled, pocketable Windows 1. PC with Continuum, it will fill Microsoft's smartphone gap and challenge the "rectangular- slab- smartphone" status quo. Despite the best- laid plans, however, success isn't guaranteed. And Microsoft's fight to position an ultramobile Surface PC in the mobile space will be wrought with challenges. Positioning matters. Positioning any "Microsoft" mobile device directly against the i. Phone and Android phones in the smartphone space would be suicidal. The market has grown cold to Microsoft's phone efforts. Fans are bitter, consumers apathetic, OEMs uncommitted, the enterprise is disinterested, and many bloggers are hostile. Another strictly "phone" attempt would be fodder for more negativity. Microsoft cannot position a "Surface phone" as a phone. As a telephony- enabled ultramobile PC it must be positioned accordingly. It must be clear to fans, consumers, the enterprise and bloggers that this ultimate mobile device is something new. It mustn't look like a smartphone, but it must be familiar enough to be recognized as a mobile device. It must provide new ways of interaction but also be intuitive. It must be positioned in the mobile, not smartphone, space as an ultramobile PC both because that's what it will be as well as to escape the stigma of Microsoft's past phone failures. It must appeal to consumers who are dictating personal computing's direction and be suitable for the enterprise. If Microsoft fails at positioning the ultramobile Surface, it will lose before it even gets "re- started."Surface phone needs "One Microsoft"Microsoft's strategy is the coalescing of various technologies synergistically in an ultramobile Surface. This is important to making an ultramobile Surface unique. Surface lead Panos Panay expressed how the Surface team's working with the One. Note team was important to making the pen and Surface work together seamlessly. A more extensive level of collaboration must take place to bring an even broader range of innovative technologies to the ultramobile Surface. Surface phone needs company- wide support. Microsoft's four engineering groups Cloud and Enterprise Engineering, Office Product, Windows and Devices, and Technology and Research were structured to allow engineering heads to report directly to Nadella. This makes for a more efficient product development and product- to- market system. This structure should also provide a collaborative environment where teams can work together efficiently and intentionally to bring various technologies to the ultramobile Surface. Panay and his team will need the folks working on mixed reality, Office, inking, AI, gaming, CShell, Continuum, Project Centennial, Cloud and Windows to make Nadella's ultimate mobile device a reality. Marketing and distribution. Beyond the divisions building the device, other teams must ensure its marketing and distribution.Microsoft marketing and operations.The Corporate Strategy and Planning, Global Sales Marketing and Operations, Marketing Group, and Worldwide Commercial Business divisions must position it for success.These teams and leaders must be held accountable for ensuring Microsoft puts 1.Nadella's ultimate mobile device. Developers, Developer, Dev … Microsoft you're a developer! As we move toward an AI, bot and progressive web app world, no current mobile ecosystem can thrive without a strong app ecosystem. If Microsoft can't attract developers, its ultimate mobile device will be doomed from the start. Developers need to be convinced Windows is a viable platform. Microsoft can potentially woo developers and prove its commitment to mobile by launching an exclusive suite of unique, high- quality Universal Windows Platform (UWP) productivity, entertainment, gaming and utility apps. They can fall under a "Surface exclusive" branding reminiscent of "Lumia exclusives" of the past. Microsoft must also keep its promise that cross- platform first- party apps will be best on Windows. As the world's leading software company with resources spanning Windows, Office, Microsoft Garage apps, AI, Xbox and more, Microsoft itself is its best asset for winning developers. If it puts a 1. 00 percent effort into building exclusive UWP apps and games before Surface phone's launch, it may inspire third- party developers to follow. If Microsoft continues business as usual, as usual it will fail. Beating consumer apathy requires ultimate effort. Winning mobile users requires an enormous effort. If it happens, it won't be overnight. Many consumers have a negative view of Windows phone, and after being burned, many no longer trust Microsoft. Microsoft made a strategic (but painful to users) gamble by "purging" the market of Windows phones in hopes of purging the failed platform from consumers' minds as it prepares for what's next. Microsoft's ultimate mobile device will be its next attempt at mobile. If it supports mixed reality, Xbox and Windows gaming, becomes a desktop via Continuum, conforms to context via CShell, has a suite of exclusive apps, has first- party apps that are best on Windows and a growing pool of third- party apps, Microsoft may have a shot at winning consumers and the enterprise. Microsoft's Surface phone must be the ultimate mobile device. Microsoft's ultimate mobile device must be just that: the ultimate mobile device. It must be that single computing device that does virtually everything for virtually anyone. Microsoft can spare no effort and must target broad markets. 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You must internally commit to podcasting, as you must do with anything that is potentially beneficial but takes some time and effort to do. It’s easy to assume that podcasts are easy to produce because they’re audio only, but don’t be fooled. They can take up a lot of time to put together, especially at first. Also, podcasts do best when they’re released consistently. If you’re interested in developing any kind of listener base, you have to be ready to release episodes on a regular basis. ![]() ![]() All in all, podcasting can be fun work, but it’s still work and should be treated as such. You also shouldn’t expect to get rich from podcasting either. It’s certainly possible to generate income from podcasting, but that usually requires advertisements and sponsorships—both of which you’ll get after you’ve built up a listenership big enough to make it worthwhile to advertisers. If you’re not interested in starting a podcast for the fun of it or to have your voice heard, you might not get much out of it unless you already have an audience. What You’ll Need.You can’t start a podcast without equipment, and good equipment will go a long way. Here’s what you’ll need: Microphone(s): Any microphone will work for recording your podcast, but listeners can usually tell the difference between low and high quality microphones. If you’re not sure what to look for, our list of the five best desktop microphones is a great place to start (I use four analog Audio- Technica AT2. As you shop around, you’ll also need to decide whether you want to use a USB or analog (XLR) microphone. USB mics convert analog sound into digital so you can plug a USB mic directly into any computer and start recording without much hassle, but you could potentially get lower audio quality compared to analog. Considering you don’t need any extra tools or devices to record with a USB mic, they can be a little cheaper in the long run. Analog microphones use XLR connectors, which means you need another device to get your audio onto your computer, but you can get higher audio quality and can use them with other sound equipment (if you had a PA system or wanted to play live music, for example). Of course, if you have a gaming headset or other basic microphone around, you can easily use that too. Portable XLR Recorder (optional): If you plan on using analog microphones for your podcast, you’ll need something that captures your analog audio and converts it to digital. Portable XLR recorders can capture multiple microphone channels and allow you to do basic sound level adjusting and muting on the fly. Audio files automatically get organized and stored on a memory card that you can insert into a card reader or slot in your computer. These are amazing tools, but they can be expensive. You can find them for anywhere between $1. I use a $4. 00 Zoom H6 Handy Recorder with four available analog channels). Audio Interface (optional): If you want to record directly to your computer with your analog microphones, you’ll need an audio interface. These devices allow you to plug in one or more analog microphones and will convert the analog audio to digital. Most audio interfaces will connect to your computer via USB or Firewire. Audio interfaces can cost as little as $3. You can see why a USB microphone is a cheaper option.)A Computer: Any Windows computer or Mac should work fine to record, edit, and upload your podcast. Thankfully, editing audio doesn’t take a ton of computing power. Additionally, depending on how you choose to record—directly to the computer or onto a dedicated recording device—your computer will also need the right ports. USB microphones, for example, will obviously need an open USB port. If you’re using analog microphones with a portable XLR recorder or audio interface device, you’ll need either a 3. USB port, or in some cases, a Firewire port. So before you spend any money on equipment, make sure you have a computer that can support it. Audio Editing Software: For the actual recording and editing, you’ll need a Digital Audio Workstation (or DAW), there are a lot of good options out there, but the licenses for some of them can cost a pretty penny, though. Licenses for professional level DAWs like Reason or Pro Tools can cost anywhere between $3. Apps like Hindenburg offer simpler audio editing software for under $1. Reaper is a fully loaded audio production app for $6. Adobe’s audio editing software Audition CC is available with a $1. Because of that, most people will recommend free open source programs like Audacity when you’re just getting started, and that’s what we’ll use an example throughout this how- to guide. Pop Filters (optional): The clearer your audio can sound, the better. Pop filters, while not required, are fairly cheap and can keep your plosives from making a nasty sound on your recording. If you don’t want to buy any, though, you can make some of your own. You might be thinking that all this equipment is pretty expensive, and you’re not wrong. However keep in mind that decent audio equipment will last forever if you take care of it. It may be expensive to get started, but after the initial purchase, you’re set. Step One: Narrow Your Topic and Find Your Niche. Just like blogs, there are a ton of podcasts out there. That means that you can probably find a podcast about everything under the sun already. Don’t get discouraged! While just about every broad topic is already covered, you just have to find your spin on things to make an old idea something new. Dear Lifehacker, As a side project/experiment, I’ve started my own blog. The problem is, now that I …Read more For example, if you wanted to make a podcast about music, ask yourself if there’s an audience out there for what you want to talk about. Maybe you narrow your idea down from music in general to bluegrass specifically. Now your coverage is specific: the music, people, and culture of bluegrass. Once you have your topic narrowed down, it helps to add a spin to it. Maybe you talk about bluegrass music and culture while sipping moonshine with your co- hosts. It’s kind of true that everything has been done before, but it hasn’t all been done the way you would do it. So find an angle that’s personally interesting and you’ll be better off. Step Two: Download, Install, and Set Up Audacity. As mentioned earlier, Audacity is a great DAW for podcasting beginners. It’s open source, free to use as long as you like, and is available for Windows, OS X, and Linux. Before you can jump into recording, however, there are a few tricks to getting it all set up properly: Download Audacity 2. Connect your microphone and open Audacity. See if your microphone is being recognized by Audacity by checking the drop- down menu next to the small microphone icon. If you see your mic, go ahead and select it. In the top- left corner, you should see the pause, play, stop, skip back, skip forward, and record buttons. Click the record button and talk into your mic to make sure it’s working properly. Stop recording and playback what you just recorded to make sure everything sounds okay. You’ll want to export your audio in the MP3 format later on. In order to do that, you’ll need to download and install the Lame MP3 encoder for either Windows or Mac. Once that’s installed, close and reopen Audacity. Record yourself talking for a few seconds like before, then go to File, then Export Audio, and select MP3 Files in the ‘Save as type’ dropdown menu. 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