Course information

Deep Learning Course Outline

Module 1: Machine Learning Basics

  • What is Machine Learning?
  • Need for Machine Learning
  • Types of Machine Learning

Module 2: Introduction to Deep Learning

  • Importance of Deep Learning
  • How Deep Learning Works?
  • Difference Between Deep Learning and Machine Learning

Module 3: Artificial Neural Network

  • Introduction
  • Characteristics of Artificial Neural Network

Module 4: Deep Neural Networks

  • Feedforward Networks
  • Convolutional Neural Networks
  • Recurrent Neural Networks

Module 5: Linear Algebra

  • Mathematical Objects
  • Computational Rules in Linear Algebra
  • Matrix Multiplication Properties

Module 6: Probability

  • Terminology
  • Random Variables
  • Probability Distributions
  • Marginal Probability
  • Conditional Probability
  • Chain Rule of Conditional Probabilities
  • Baye’s Rule

Module 7: Auto Encoders

  • Need of Auto Encoder
  • Architecture of Auto Encoders
  • Applications of Auto Encoders

Module 8: Computational Graphs

  • What are Computational Graphs?

Module 9: Monte Carlo Methods

  • Introduction
  • Machine Learning in Monte Carlo Method

Module 10: Deep Generative Models

  • Introduction
  • Boltzmann Machines
    • Functioning of Boltzmann Machines

Module 11: Deep Learning Applications

  • Applications of Deep Learning

Module 12: Libraries and Frameworks

  • Libraries
  • Framework
    • Features of Deep Learning Framework

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Who should attend this Deep Learning Course?

This Deep Learning Training Course aims at equipping individuals with knowledge of Natural Language Processing, Robotics, and even Healthcare. This course will teach Deep Learning algorithms, technologies, and applications providing learners the skills needed to implement and adapt Deep Learning models for different tasks. This course can be beneficial for a wide range of professionals, including:

  • Data Scientists
  • Machine Learning Engineers
  • Research Scientists
  • Software Developers
  • Artificial Intelligence (AI)/Machine Learning (ML) Product Managers
  • Business Analysts
  • Finance Professionals

Prerequisites of the Deep Learning Course

To attend this Deep Learning Training Course, delegates should have a basic understanding of Python, Linear Algebra, and Probability.

Deep Learning Course Overview

Deep Learning is a subset of Artificial Intelligence (AI) that focuses on algorithms inspired by the structure and function of the human brain's neural networks. It's pivotal in revolutionising industries like healthcare, finance, and technology by enabling machines to learn from data, recognise patterns, and make intelligent decisions autonomously.

Proficiency in Deep Learning Course is crucial for Data Scientists, AI Engineers, Software Developers, and Researchers. Mastering this field empowers professionals to create innovative image and speech recognition solutions, natural language processing, autonomous vehicles, and predictive analytics. It is essential for those aiming to stay competitive and drive technological advancements across various industries.

This intensive 1-day Deep Learning Training equips delegates with fundamental concepts and practical skills in deep learning. Through hands-on workshops and expert-led sessions, delegates comprehensively understand neural networks, convolutional and recurrent neural networks, and their applications. Delegates learn to implement deep learning models, interpret results, and optimise algorithms for diverse real-world scenarios.

Course Objectives

  • To understand the foundational principles of neural networks
  • To explore various deep learning architectures, including CNNs and RNNs
  • To apply Deep Learning algorithms in image and speech recognition tasks
  • To analyse and interpret profound learning model results effectively
  • To optimise and fine-tune neural networks for improved performance
  • To comprehend ethical considerations in deploying deep learning solutions
  • To develop practical skills through hands-on exercises and case studies
  • To foster confidence in applying deep learning techniques in real-world projects

After completing the Deep Learning Training, delegates receive a certification validating their proficiency in deep learning fundamentals. This certification attests to their understanding of neural network concepts, ability to design and implement deep learning models, and skills in utilising these techniques to solve practical problems effectively.

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What’s included in this Deep Learning Course?

  • World-Class Training Sessions from Experienced Instructors 
  • Deep Learning Certificate
  • Digital Delegate Pack

 

Why choose us

Our Ottawa venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Ottawa is the capital city of Canada. It is located on the bank of the Ottawa River in the east of Southern Ontario province. It has an estimated population of 885,000 people. Ottawa is the fourth largest city in the world. The name of this city comes from the Algonquin word Odawa which means “to trade”. Education in Canada is mostly free and publicly funded. It is overseen by the federal, provincial and local governments, with the education within provincial jurisdiction and the curriculum overseen by the province. Education is compulsory in most provinces up to the age of 16. Parents can choose between sending their children to one of the public schools or they can sent them to a fee paying private school. Those who live in Ottawa and find that picking a secondary school is a fraught decision involving school zones and ratings. There are four main public school boards in Ottawa. One is English, one is English-Catholic, and one is French and another is French-Catholic. The Ottawa-Carleton District School Board which is the largest with 147 schools to oversee. The catholic school board has 85 schools, the Conseil des écoles catholiques du Centre-Est has 49 schools and the Conseil des écoles publiques de l'Est de l'Ontario has 37 schools. Canada’s higher has a very good reputation. However there is no formal ranking system and students will often choose colleges and universities bases on geographic convenience and the reputation of a particular course. Ottawa is one of the best educates cities in Canada as it is believed that over half of the population have graduated from college or university. Ottawa has the highest per capita concentration of engineers, scientists, and residents with PhDs in Canada. The University of Ottawa was founded in 1848 and was the first higher education institute to be established in the city.  The university is a bilingual public university. The University of Ottawa is ranked in the top 300 universities in the world, coming in at number 284 and is a top 15 university in Canada.  The university has faculties in the following areas: arts, civil law, common law, education, engineering, post graduate studies, health sciences, medicine, science, social sciences and the school of management. Ottawa also has two main public colleges Algonquin College and La Cité collégiale. There are also 2 catholic universities in the city; Dominican University College and Saint Paul University.

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Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Deep Learning Course in Ottawa. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Deep Learning Course in Ottawa, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Deep Learning Course in Ottawa FAQs

Deep Learning is a branch of Machine Learning using neural networks to imitate human brain functions, processing data in complex layers for tasks like image recognition and language processing.
Machine learning is a subset of AI that focuses on algorithms learning from data to make predictions, while deep learning is a specialised area within machine learning that uses neural networks with many layers to model complex patterns, particularly in large datasets.
The Deep Learning Training enhances skills in building neural networks, improving AI model performance, and understanding algorithms. It equips individuals with the knowledge to solve complex problems and advance in data science and AI careers.
To attend this Deep Learning Course, delegates should have a basic understanding of Python, Linear Algebra, and Probability.
This Deep Learning Training is ideal for data scientists, AI researchers, software engineers, and professionals keen to enhance their skills in machine learning, neural networks, and AI technologies for solving complex business challenges.
Yes, The Knowledge Academy offers 24/7 support for Deep Learning Online Courses via phone & email before attending, during, and after the course. Our customer support team is available to assist and promptly resolve any issues you may encounter.
In this Deep Learning Online Training, delegates will have intensive training with our experienced instructors, a digital delegate pack consisting of important notes related to this course, and a certificate after course completion.
This course takes 1-day to complete during which delegates participate in intensive learning sessions that cover various course topics.
In this Deep Learning Specialisation, you will learn to design, build, and optimise neural networks, understand key algorithms, implement deep learning models, and apply AI techniques to solve real-world problems in various industries.
Upon completing the Deep Learning Certification, you will gain practical skills in building and training neural networks, optimising machine learning models, working with deep learning frameworks, and applying AI solutions to real-world problems.
While prior experience in programming, machine learning, or data science is beneficial, it is not essential. The course is designed to accommodate beginners, gradually building the necessary skills for deep learning applications.
With this training, you can pursue roles such as Data Scientist, Machine Learning Engineer, AI Specialist, Deep Learning Engineer, and Research Scientist, applying advanced AI techniques to solve complex business and technological challenges.
If you face any issues in accessing the Deep Learning Course materials, then you can reach out to our customer support team who will provide you with quick assistance to resolve the issue.
Yes, the certification includes practical components and hands-on activities, where you will work on building and training neural networks, applying deep learning frameworks, and solving real-world problems to reinforce theoretical concepts.
The Knowledge Academy provides flexible self-paced training for this course. Self-paced training is beneficial for individuals who have an independent learning style and wish to study at their own pace and convenience.
Yes, we provide corporate training for this course, tailored to fit your organisation’s requirements.
The Knowledge Academy in Ottawa stands out as a prestigious training provider known for its extensive course offerings, expert instructors, adaptable learning formats, and industry recognition. It's a dependable option for those seeking this course.
The training fees for Deep Learning Coursein Ottawa starts from CAD3395
The Knowledge Academy is the Leading global training provider for Deep Learning Course.
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Flexible delivery methods are available depending on your learning style.

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Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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