Deep Learning: Convolutional Neural Networks in Python 2020 08

  • 156
  • 0
  • 0
  • 0
wolves-头像
Deep Learning: Convolutional Neural Networks in Python 2020 08
收藏
  • Deep Learning: Convolutional Neural Networks in Python 2020 08-缩略图
  • 举报
  • 点赞
  • 0
  • 分享

素材介绍

Deep Learning: Convolutional Neural Networks in Python







上次更新 8/2020 ,16 个章节 • 72 个讲座 • 总时长 11 小时 36 分钟+英语字幕

Author: Lazy Programmer Inc. | Language: English,Spahish | Skill level: Intermediate







Computer Vision and Data Science and Machine Learning combined. In Theano and TensorFlow







This is the 3rd part in my Data Science and Machine Learning series on Deep Learning in Python. At this point, you already know a lot about neural networks and deep learning, including not just the basics like backpropagation, but how to improve it using modern techniques like momentum and adaptive learning rates. You've already written deep neural networks in Theano and TensorFlow, and you know how to run code using the GPU.This course is all about how to use deep learning for computer vision using convolutional neural networks. These are the state of the art when it comes to image classification and they beat vanilla deep networks at tasks like MNIST.







In this course we are going to up the ante and look at the StreetView House Number (SVHN) dataset - which uses larger color images at various angles - so things are going to get tougher both computationally and in terms of the difficulty of the classification task. But we will show that convolutional neural networks, or CNNs, are capable of handling the challenge!







Because convolution is such a central part of this type of neural network, we are going to go in-depth on this topic. It has more applications than you might imagine, such as modeling artificial organs like the pancreas and the heart. I'm going to show you how to build convolutional filters that can be applied to audio, like the echo effect, and I'm going to show you how to build filters for image effects, like the Gaussian blur and edge detection.







Requirements







Install Python, Numpy, Scipy, MatDescriptionlib, Scikit Learn, Theano, and TensorFlow







Learn about backpropagation from Deep Learning in Python part 1







Learn about Theano and TensorFlow implementations of Neural Networks from Deep Learning part 2







wolves-头像
  • 39
  • 1497155
  • Microsoft Power BI - Up Running With Power BI Desktop
    Microsoft Power BI - Up Running With Power BI Desktop
    • 138
    • 0
    • 0
    • 0
  • Film Editing Pro - Secrets of Creative Editing 中英双语字幕(机译,未整理段落)
    Film Editing Pro - Secrets of Creative Editing 中英双语字幕(机译,未整理段落)
    • 255
    • 0
    • 3
    • 1
  • FilmEditingPro - The Art of Trailer Editing  (Pro Version 专业版)
    FilmEditingPro - The Art of Trailer Editing (Pro Version 专业版)
    • 671
    • 7
    • 2
    • 11

评论(0)

  • 热评
  • 所有评论
还没有评论哦~
还没有评论哦~

关键词

  • python
  • tensorflow
  • theano
  • deep
  • Deep-Learning
  • Convolutional
  • Neural-Networks
  • Python人工智能课程
  • 近期更新
  • 热评推荐
  • 热门点击
Microsoft Power BI - Up Running With Power BI Desktop

Microsoft Power BI - Up Running With Power BI Desktop

2020-09-24 19:59:30

Film Editing Pro - Secrets of Creative Editing 中英双语字幕(机译,未整理段落)

Film Editing Pro - Secrets of Creative Editing 中英双语字幕(机译,未整理段落)

2020-09-24 19:11:03

FilmEditingPro - The Art of Trailer Editing  (Pro Version 专业版)

FilmEditingPro - The Art of Trailer Editing (Pro Version 专业版)

2020-09-24 19:06:30

Udemy SQLite数据库逆向分析

Udemy SQLite数据库逆向分析

2020-09-24 15:31:43

Artist Event Poster Templates 4957410 艺术家活动海报模板

Artist Event Poster Templates 4957410 艺术家活动海报模板

2020-09-24 15:29:08

3DsMax建模插件集合:rapidTools v1.14+使用教程

3DsMax建模插件集合:rapidTools v1.14+使用教程

2020-07-06 17:44:38

Proko-人体解剖高级付费版(中文字幕)256课

Proko-人体解剖高级付费版(中文字幕)256课

2020-07-28 10:32:35

FilmEditingPro - The Art of Trailer Editing  (Pro Version 专业版)

FilmEditingPro - The Art of Trailer Editing (Pro Version 专业版)

2020-09-24 19:06:30

VitaliStore - All Design Bundle Papercraft Sculptures Design 动物纸模模型 纸模型雕塑设计

VitaliStore - All Design Bundle Papercraft Sculptures Design 动物纸模模型 纸模型雕塑设计

2020-07-21 17:18:14

小武拉莫日系摄影后期第二期中文视频教程

小武拉莫日系摄影后期第二期中文视频教程

2020-04-06 09:55:57

SceneCity Pro 1.5.0 for Blender 2.8 快速创建城市建筑Blender插件

SceneCity Pro 1.5.0 for Blender 2.8 快速创建城市建筑Blender插件

2019-06-27 15:09:06

Plastic Wrap Torn Paper Bundle 4068119

Plastic Wrap Torn Paper Bundle 4068119

2020-04-28 18:41:55

Spectrum Grades - ULTRA-FILMGRAIN 4K PROFESSIONAL ORGANIC ANALOGUE FILM LOOK 8MM

Spectrum Grades - ULTRA-FILMGRAIN 4K PROFESSIONAL ORGANIC ANALOGUE FILM LOOK 8MM

2019-09-05 11:25:59

​UE4 室内公共空间模型 ​UE4 室内设计模型 办公室模型CGTrader UE4 Office Low-poly

​UE4 室内公共空间模型 ​UE4 室内设计模型 办公室模型CGTrader UE4 Office Low-poly

2019-07-31 13:44:47

30GB Hum3D各种车辆模型 30gb of hum3d vehicles   cars/trucks/bikes/etc

30GB Hum3D各种车辆模型 30gb of hum3d vehicles cars/trucks/bikes/etc

2019-09-30 10:52:33

标签云

  • python
  • tensorflow
  • theano
  • deep
  • Deep-Learning
  • Convolutional
  • Neural-Networks
  • Python人工智能课程

相关资源/猜你喜欢