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Deep Learning with Microsoft Cognitive Toolkit

( Duration: 5 Days )

Microsoft Cognitive Toolkit (a.k.a CNTK) empowers you to harness the intelligence within massive datasets through deep learning by providing uncompromised scaling, speed, and accuracy with commercial-grade quality and compatibility with the programming languages and algorithms you already use. In Deep Learning with Microsoft Cognitive Toolkit training course, you will learn about the applications of Deep Learning using microsoft CNTK.

By attending Deep Learning with Microsoft Cognitive Toolkit workshop, delegates will learn:

  • Microsoft Cognitive Toolkit Python API
  • Image Classification with Deep Neural Network
  • Image Classification with Convolutional Neural Network (CNN)
  • Sequence Modeling with Recurrent Neural Network (RNN)
  • Generative Adversarial Networks (GAN)

This Deep Learning with Microsoft Cognitive Toolkit class is for Data Analysts, Data Scientists, and Software Developers

COURSE AGENDA

1

Getting Started

  • What is Microsoft Cognitive Toolkit
  • Install and Run Microsoft Cognitive Toolkit Python API
2

Datasets

  • MNIST Handwritten Digits Dataset
  • CIFAR Image Dataset
  • Iris Flower Dataset
3

Machine Learning with Microsoft Cognitive Toolkit

  • Loss Function and Optimizer
  • Linear Regression Model
  • Logistics Regression Model
  • Save and Load Model
4

Neural Network (NN) with Microsoft Cognitive Toolkit

  • What is Neural Network
  • Activation Functions
  • MNIST Handwritten Digit Recogition with Neural Network
5

Convolutional Neural Network (CNN)

  • What is Convolutional Neural Network?
  • CNN Architecture
  • MNIST Handwritten Digit Recogition with CNN
  • Transfer Learning
  • ResNET
6

Recurrent Neural Network (RNN)

  • What is Recurrent Neural Network?
  • Language Understanding with RNN
  • LSTM Based Time Series
  • Sequence to Sequence Modeling
7

Object Recognition with R-CNN

  • What is Object Recogintion?
  • What is R-CNN?
  • Fast R-CNN
  • Faster R-CNN
8

Generative Adversarial Network (GAN)

  • What is Generative Adversarial Network ?
  • Deep convolutional GAN (DCGAN) network

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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