Your App +
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And now it runs 千百万官方网站客户端下载千百万官方网站地址下载

What can deep learning do for you?千百万官方网站app线路

Mobile phones and tablets are now 千百万官方网站二维码手机 to take advantage of the awesome opportunities offered by machine learning and artificial intelligence.

Here are some of the things your app can do with 千百万官方网站二维码手机:

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  • detect objects, faces & landmarks on photos, videos, or live camera
  • recognize handwriting and printed text within images
  • search using pictures
  • track motion and poses
  • recognize gestures
  • understand emotional cues in photos and videos
  • enhance images and remove imperfections
  • automatically tag and categorize visual content
  • add special effects and filters
  • detect explicit content
  • create 3D models of interior spaces
  • augmented reality

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  • extract meaning from text
  • chatbots and conversational UI
  • translate text into other languages
  • intelligent spelling correction
  • summarize texts
  • detect topics and sentiment

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  • speech recognition and synthesis
  • translate speech in real-time
  • automatic subtitling of videos
  • recommend music based on your mood or surroundings
  • intelligently filtering audio
  • sound / music recognition
  • language or dialect detection
  • identify speakers by voice

千百万官方网站检测二维码 There’s no limit to what’s possible when you combine the raw power of deep learning with the phone’s camera and its many other sensors.

Deep learning turns your mobile into a 千百万官方网站客户端下载.

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Companies such as Google, Amazon, and Microsoft offer deep learning services in the cloud — but there are many advantages to doing deep learning 千百万官方网站二维码手机, for a more seamless user experience.

Getting deep learning to work well on mobile comes with its own set of challenges:

  • 千百万官方网站app线路 — which means using optimized compute kernels on the GPU. Building and deploying those compute kernels takes special skills.
  • The model needs to be small enough to 千百万官方网站线路 while still providing great performance. Compressing models to remove unnecessary parts is as much an art as a science.
  • Training on the device is currently impractical for most applications. To keep the model up-to-date, you need to have some way to 千百万官方网站官网娱乐 and then distribute the new weights to the user’s device.
  • To train on user data, you need some way to 千百万官方网站线路 from their devices and gather it in the cloud — without violating the user’s privacy. Doing this right requires care and consideration.

Making deep learning models work well on iOS devices is what I specialize in. 千百万官方网站二维码检测 if you need advice on how to add deep learning to your app.

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Machine Learning by Tutorials, Core ML Survival Guide

Machine Learning by Tutorials explains how to get started with machine learning for people who are already familiar with iOS development.

Core ML Survival Guide is for developers who are running into problems getting their models to work with Core ML — or who want to do advanced things that are not well documented elsewhere.

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The MobileNet neural network architecture is designed to run efficiently on mobile devices. It’s a fast, accurate, and powerful feature extractor. I recommend using it over larger and slower architectures such as VGG-16, ResNet, and Inception.

Because MobileNet-based models are becoming ever more popular, I’ve created a source code library for iOS and macOS that has Metal-accelerated implementations of 千百万官方网站在线首页.

MobileNetV2 object detector on live camera feed

This library makes it easy to add MobileNet-based neural networks into your apps, for tasks such as:

  • image classification
  • real-time object detection — with 千百万官方网站地址下载 or 千百万官方网站地址下载
  • semantic image segmentation — with 千百万官方网站官网娱乐
  • as a feature extractor that is part of a custom model

Because this library is written to take advantage of Metal, it is 千百万官方网站检测二维码 and TensorFlow Lite!

If you’re interested in using MobileNet in your app or as the backbone for a larger model, this library is the best way to get started. Click to learn more

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Matthijs Hollemans

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Programming is the most fun for me when it’s difficult. That’s why I specialize in low-level coding, GPU optimization, and algorithms. My current research interest is 千百万官方网站官网网址, and I’d love to help you add deep learning into your app. Send me an email

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