eLearnAfrica
Deep Learning on Azure with Python: Introduction to Deep Learning
CloudSwyft Global Systems, Inc.
  • Start Date: 04 Jan, 2021
  • 4 weeks
  • Study Content: Videos


Discover deep learning with Python using Microsoft Cognitive Toolkit, and explore deep learning algorithms and neural networks.

Course Fee: Free
Certificate Cost: See Fees and Eligibility
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Course Description

This course is made available through the eLearnAfrica and FutureLearn partnership.


In this hands-on introduction to deep learning, you will learn about different neural network types. You’ll develop your understanding of key deep learning vocabulary, concepts, and algorithm, enabling you to understand how deep learning frameworks work.


Deep learning is a highly advanced form of machine learning. At its core are deep learning neural networks, so-called because they are inspired by human learning and brain structures.


Unlike most machine learning, deep learning frameworks can process data from unstructured sources. Text analytics, and image and video processing allow deep learning frameworks to acquire information as we do.


Get practical experience of Python for deep learning


Deep learning algorithms can be used for a range of purposes, automating functions that once would have required human understanding. These include customer service, translation, and image analysis. Deep learning models can even write news stories.
You’ll discover deep learning with Python programming. You will learn how to use Microsoft’s Cognitive Toolkit (CNTK) to build end-to-end neural networks, on Microsoft Azure’s cloud-based service.


Explore common frameworks for neural networks


You’ll build your skills and understanding in both the analysis and application of deep learning frameworks, including:
multi-class Logistic Regression and MLP (Multi-Layered Perceptron)
CNN (Convolution Neural Network) for text processing
RNN (Recurrent Neural Network) to forecast time-series data
LSTM (Long Short Term Memory) process sequential text data
You’ll then move on to explore how to build end-to-end models using one or several of these neural networks to recognise hand-written digits.


This machine learning and artificial intelligence course is designed for those who would like to learn more about deep learning. Basic knowledge of python programming would be advantageous, as would solid maths and computer science skills.


Certificate cost may vary. You will be redirected to the host page for cost and payment options.

CloudSwyft Global Systems, Inc.

This university is part of the partnership between eLearnAfrica and FutureLearn.

This institution is available on eLearnAfrica through partnership with FutureLearn.

You may be able to download course materials after enrolling in this course. If not, all of the necessary course materials provided by the course instructor will be available on the provider's course page.
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