EncartaLabs

Deep Learning with Apache MXNet

( Duration: 5 Days )

MXNet is a flexible, open-source Deep Learning library that is popular for research prototyping and production. Together with the high-level Gluon API interface, Apache MXNet is a powerful alternative to TensorFlow and PyTorch. This Deep Learning with Apache MXNet training course is aimed at data scientists who wish to use Apache MXNet to build and deploy a deep learning model for image recognition.

By attending Deep Learning with Apache MXNet workshop, delegates will learn to:

  • Install and configure Apache MXNet and its components.
  • Understand MXNet's architecture and data structures.
  • Use Apache MXNet's low-level and high-level APIs to efficiently build neural networks.
  • Build a convolutional neural network for image classification.

  • An understanding of machine learning principles
  • Python programming experience

The Deep Learning with Apache MXNet class is ideal for:

  • Data scientists

COURSE AGENDA

1

Introduction

  • Apache MXNet vs PyTorch
2

Deep Learning Principles and the Deep Learning Ecosystem

  • Tensors, Multi-layer Perceptron, Convolutional Neural Networks, and Recurrent Neural Networks
  • Computer Vision vs Natural Language Processing
3

Overview of Apache MXNet Features and Architecture

  • Apache MXNet Compenents
  • Gluon API interface
  • Overview of GPUs and model parallelism
  • Symbolic and imperative programming
4

Setup

  • Choosing a Deployment Environment (On-Premise, Public Cloud, etc.)
  • Installing Apache MXNet
5

Working with Data

  • Reading in Data
  • Validating Data
  • Manipulating Data
6

Developing a Deep Learning Model

  • Creating a Model
  • Training a Model
  • Optimizing the Model
7

Deploying the Model

  • Predicting with a Pre-trained Model
  • Integrating the Model into an Application

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 4,000 Modules 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 http://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.

Top