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 course 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 course, 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 Sacramento 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.

Sacramento is situated near central valley at the joining of the Sacramento River and the American River, as well as it being the capital city of California it is also the sixth largest city within California and is home to around 485,199 people within 2014. Sacramento also has a metropolitan population of an estimated 2,414, 783 in 2010 therefore ranking it in third place as the largest metropolitan population within California. Sacramento is also the seat to the government of Sacramento County, and America’s most diverse city as of Harvard University civil rights project in 2002. There are a number of different types of schools, which are public, private or independent, the independent schools within Sacramento include the Waldorf School and the Sacramento Country Day School which was run by the California Association of Independent Schools as opposed to being one of the Roman Catholic Independent schools. The Public schools include Natomas Unified School District, Twin Rivers Unified School District, Sacramento City Unified School District and Elk Grove Unified School District. Some of the Universities within the city include Sacramento State (California State University, Sacramento) and University of California. Sacramento State University plays a big part in the education of students, as of 2004 they enrolled roughly 22,555 undergraduates within the eight colleges it operates. There is also a few universities with campuses in Sacramento which include the McGeroge School of law – University of Pacific, National University, Western Seminary and the University of San Francisco. All of the Universities offer students different types of courses and degrees some of which include graduate, undergraduate, bachelors, masters and doctoral degrees. Subjects can also differ depending on the institution with regards to public health sciences, administration, project management, business, sciences, law, counselling, education, mathematics, engineering, arts, sports and many more. Sacramento also consists of different schools which practise religion, these being an Islamic school the Masjid Annur, Christian schools such as the Sacramento Adventist Academy and the Capital Christian School as well as a Jewish school which is the Shalom School.

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Address

Sacremento, California

T: +1 7204454674

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Deep Learning Course in Sacramento. 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 Sacramento, 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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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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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 Sacramento FAQs

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The training fees for certification in Sacramento starts from $2495
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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"

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