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[ TutGator.com ] Udemy - Deep Learning With Keras And Tensorflow In R

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Description
[ FreeCourseWeb.com ] Deep Learning With Keras And Tensorflow In R



If You Need More Stuff, kindly Visit and Support Us -->> https://FreeCourseWeb.com







Last updated 12/2020

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz

Language: English | Size: 1.91 GB | Duration: 3h 31m



Learn to use convolutional neural networks for image recognition, character recognition and accurate predictions.



What you'll learn

Basic knowledge about convolutional neural netowrks

How to train a CNN to make predictions

Image recognition (for example, human face recognition)

Character recognition

Requirements

Knowledge of R programming

Basic knowledge of data analysis with R

Description

In this course you will learn how to build powerful convolutional neural networks in R, from scratch. This special kind of deep networks is used to make accurate predictions in various fields of research, either academic or practical.If you want to use R for advanced tasks like image recognition, face detection or handwriting recognition, this course is the best place to start. It’s a hands-on approach on deep learning in R using convolutional neural networks. All the procedures are explained live, step by step, in every detail.Most important, you will be able to apply immediately what you will learn, by simply replicating and adapting the code we will be using in the course.To build and train convolutional neural networks, the R program uses the capabilities of the Python software. But don’t worry if you don’t know Python, you won’t have to use it! All the analyses will be performed in the R environment. I will tell you exactly what to do so you can call the Python functions from R and create convolutional neural networks.Now let’s take a look at what we’ll cover in this course.The opening section is meant to provide you with a basic knowledge of convolutional neural networks. We’ll talk about the architecture and functioning of these networks in an accessible way, without getting into cumbersome mathematical aspects. Next, I will give you exact instructions concerning the technical requirements for running the Python commands in R.The main sections of the course are dedicated to building, training and evaluating convolutional neural networks.We’ll start with two simple prediction problems where the input variable is numeric. These problems will help us get familiar with the process of creating convolutional neural networks.Afterwards we’ll go to some real advanced prediction situations, where the input variables are images. Specifically, we will learn to:recognize a human face (distinguish it from a tree – or any other object for that matter)recognize wild animal images (we’ll use images with bears, foxes and mice)recognize special characters (distinguish an asterisk from a hashtag)recognize and classify handwritten numbers.At the end of the course you’ll be able to apply your knowledge in many image classification problems that you could meet in real life. The practical exercises included in the last section will hopefully help you strengthen you abilities.This course is your opportunity to make the first steps in a fascinating field – image recognition and classification. It is a complex and demanding field, but don’t let that scare you. I have tried to make everything as easy as possible.So click the “Enroll” button to get instant access. You will surely acquire some invaluable skills.See you on the other side!



Overview



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File list
  • [ TutGator.com ] Udemy - Deep Learning With Keras And Tensorflow In R
  • ~Get Your Files Here !/1 - Getting Started/1 - Introduction English.vtt 3.5 KB
  • ~Get Your Files Here !/1 - Getting Started/1 - Introduction.mp4 85.7 MB
  • ~Get Your Files Here !/2 - Basic Notions/2 - What Are Convolutional Neural Networks English.vtt 4.3 KB
  • ~Get Your Files Here !/2 - Basic Notions/2 - What Are Convolutional Neural Networks.mp4 38.5 MB
  • ~Get Your Files Here !/2 - Basic Notions/3 - Online Articles on the Topic.html 734 B
  • ~Get Your Files Here !/2 - Basic Notions/4 - Tools of the Trade English.vtt 3.2 KB
  • ~Get Your Files Here !/2 - Basic Notions/4 - Tools of the Trade.mp4 25.8 MB
  • ~Get Your Files Here !/2 - Basic Notions/5 - Video Tutorials.html 344 B
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/10 - Classification Problem Multinomial Response Building the Model English.vtt 5.6 KB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/10 - Classification Problem Multinomial Response Building the Model.mp4 59.4 MB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/11 - Classification Problem Multinomial Response Making Predictions English.vtt 7 KB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/11 - Classification Problem Multinomial Response Making Predictions.mp4 81.8 MB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/6 - Classification Problem Binomial Response Data Preparation English.vtt 6.5 KB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/6 - Classification Problem Binomial Response Data Preparation.mp4 63.8 MB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/7 - Classification Problem Binomial Response Building the Model English.vtt 12.5 KB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/7 - Classification Problem Binomial Response Building the Model.mp4 154.8 MB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/8 - Classification Problem Binomial Response Making Predictions English.vtt 8 KB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/8 - Classification Problem Binomial Response Making Predictions.mp4 93.3 MB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/9 - Classification Problem Multinomial Response Data Preparation English.vtt 4.8 KB
  • ~Get Your Files Here !/3 - Building Classification Models with CNNS/9 - Classification Problem Multinomial Response Data Preparation.mp4 46.2 MB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/12 - Data Preparation English.vtt 9.7 KB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/12 - Data Preparation.mp4 132.8 MB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/13 - Creating the Training Set and the Test Set English.vtt 6 KB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/13 - Creating the Training Set and the Test Set.mp4 69.4 MB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/14 - Building the Model English.vtt 3.6 KB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/14 - Building the Model.mp4 45.5 MB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/15 - Making Predictions in the Test Set English.vtt 5.9 KB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/15 - Making Predictions in the Test Set.mp4 72.1 MB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/16 - Making Predictions on New Data English.vtt 3.4 KB
  • ~Get Your Files Here !/4 - Recognizing Human Faces From Trees/16 - Making Predictions on New Data.mp4 39.5 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/17 - Recognizing Bears From Foxes Data Preparation English.vtt 5.2 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/17 - Recognizing Bears From Foxes Data Preparation.mp4 72.4 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/18 - Recognizing Bears From Foxes Training Set and Test Set English.vtt 3.6 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/18 - Recognizing Bears From Foxes Training Set and Test Set.mp4 43.6 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/19 - Recognizing Bears From Foxes Building the Model English.vtt 3.8 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/19 - Recognizing Bears From Foxes Building the Model.mp4 48.1 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/20 - Recognizing Bears From Foxes Making Predictions English.vtt 4.6 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/20 - Recognizing Bears From Foxes Making Predictions.mp4 54 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/21 - Recognizing Bears From Foxes Making Predictions on New Data English.vtt 2.6 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/21 - Recognizing Bears From Foxes Making Predictions on New Data.mp4 27.9 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/22 - Recognizing Bears Foxes and Mice Data Preparation English.vtt 4.4 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/22 - Recognizing Bears Foxes and Mice Data Preparation.mp4 62.2 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/23 - Recognizing Bears Foxes and Mice Training Set and Test Set English.vtt 4 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/23 - Recognizing Bears Foxes and Mice Training Set and Test Set.mp4 42.2 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/24 - Recognizing Bears Foxes and Mice Building the Model English.vtt 3 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/24 - Recognizing Bears Foxes and Mice Building the Model.mp4 43.5 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/25 - Recognizing Bears Foxes and Mice Making Predictions English.vtt 7.1 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/25 - Recognizing Bears Foxes and Mice Making Predictions.mp4 78.2 MB
  • ~Get Your Files Here !/5 - Recognizing Animals/26 - Recognizing Bears Foxes and Mice Making Predictions on New Data English.vtt 3.9 KB
  • ~Get Your Files Here !/5 - Recognizing Animals/26 - Recognizing Bears Foxes and Mice Making Predictions on New Data.mp4 46.6 MB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/27 - Data Preparation English.vtt 2.9 KB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/27 - Data Preparation.mp4 33.3 MB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/28 - Training Set and Test Set English.vtt 2.8 KB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/28 - Training Set and Test Set.mp4 32.8 MB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/29 - Building the Model English.vtt 2.3 KB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/29 - Building the Model.mp4 31.4 MB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/30 - Making Predictions English.vtt 2.1 KB
  • ~Get Your Files Here !/6 - Telling Asterisks From Hashtags/30 - Making Predictions.mp4 23.8 MB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/31 - Data Preparation English.vtt 12 KB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/31 - Data Preparation.mp4 128.4 MB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/32 - Model Building English.vtt 2.8 KB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/32 - Model Building.mp4 32.8 MB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/33 - Making Predictions English.vtt 4.1 KB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/33 - Making Predictions.mp4 38.9 MB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/34 - Making Predictions on New Data English.vtt 9.3 KB
  • ~Get Your Files Here !/7 - Recognizing HandWritten Numbers/34 - Making Predictions on New Data.mp4 105.6 MB
  • ~Get Your Files Here !/8 - Practice/35 - Data Sets Descriptions.html 56 B
  • ~Get Your Files Here !/8 - Practice/35 - Datasetsdeeplearning.pdf 65.4 KB
  • ~Get Your Files Here !/8 - Practice/36 - Practical Exercises.html 60 B
  • ~Get Your Files Here !/8 - Practice/36 - Practicedeeplearning.pdf 13.7 KB
  • ~Get Your Files Here !/9 - Useful Links/37 - Download Your Resources Here.html 294 B
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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