Certified Artificial Intelligence (AI) Practitioner (CAIP)

This course shows you how to apply various approaches and algorithms to solve business problems through Artificial Intelligence (AI) and Machine Learning (ML), follow a methodical workflow to develop sound solutions, use open source, off-the-shelf tools to develop, test, and deploy those solutions, and ensure that they protect the privacy of users. This course includes hands on activities for each topic area.

Description

Overview

Artificial Intelligence (AI) and Machine Learning (ML) have become an essential part of the toolset for many organizations. When used effectively, these tools provide actionable insights that drive critical decisions and enable organizations to create exciting, new, and innovative products and services. This course shows you how to apply various approaches and algorithms to solve business problems through AI and ML, follow a methodical workflow to develop sound solutions, use open source, off-the-shelf tools to develop, test, and deploy those solutions, and ensure that they protect the privacy of users. This course includes hands on activities for each topic area.

Course Objectives

After completing this course, students will be able to:

  • Specify a general approach to solve a given business problem that uses applied AI and ML.
  • Collect and refine a dataset to prepare it for training and testing.
  • Train and tune a machine learning model.
  • Finalize a machine learning model and present the results to the appropriate audience.
  • Build linear regression models.
  • Build classification models.
  • Build clustering models.
  • Build decision trees and random forests.
  • Build support-vector machines (SVMs).
  • Build artificial neural networks (ANNs).
  • Promote data privacy and ethical practices within AI and ML projects.

Who Should Attend

The skills covered in this course converge on three areas—software development, applied math and statistics, and business analysis. Target students for this course may be strong in one or two or these of these areas and looking to round out their skills in the other areas so they can apply artificial intelligence (AI) systems, particularly machine learning models, to business problems.

Course Outline

Lesson 1: Solving Business Problems Using AI And ML

  • Identify AI and ML Solutions for Business Problems
  • Follow a Machine Learning Workflow
  • Formulate a Machine Learning Problem
  • Select Appropriate Tools

Lesson 2: Collecting and Refining the Dataset

  • Collect the Dataset
  • Analyze the Dataset to Gain Insights
  • Use Visualizations to Analyze Data
  • Prepare Data

Lesson 3: Setting Up and Training a Model

  • Set Up a Machine Learning Model
  • Train the Model

Lesson 4: Finalizing a Model

  • Translate Results into Business Actions
  • Incorporate a Model into a Long-Term Business Solution

Lesson 5: Building Linear Regression Models

  • Build Regression Models Using Linear Algebra
  • Build Regularized Regression Models Using Linear Algebra
  • Build Iterative Linear Regression Models

Lesson 6: Building Classification Models

  • Train Binary Classification Models
  • Train Multi-Class Classification Models
  • Evaluate Classification Models
  • Tune Classification Models

Lesson 7: Building Clustering Models

  • Build k-Means Clustering Models
  • Build Hierarchical Clustering Models

Lesson 8: Building Decision Trees and Random Forests

  • Build Decision Tree Models
  • Build Random Forest Models

Lesson 9: Building Support-Vector Machines

  • Build SVM Models for Classification
  • Build SVM Models for Regression

Lesson 10: Building Artificial Neural Networks

  • Build Multi-Layer Perceptrons (MLP)
  • Build Convolutional Neural Networks (CNN)
  • Build Recurrent Neural Networks (RNN)

Lesson 11: Promoting Data Privacy and Ethical Practices

  • Protect Data Privacy
  • Promote Ethical Practices
  • Establish Data Privacy and Ethics Policies

Prerequisites

A typical student in this course should have several years of experience with computing technology, including some aptitude in computer programming. This course is also designed to assist students in preparing for the CertNexus® Certified Artificial Intelligence (AI) Practitioner (Exam AIP-110) certification.

Similar courses

This course was built to incorporate a unique, in-depth, and interactive hands-on environment and systematic process across each ethical hacking domain and methodology, giving you the opportunity to work towards proving the required knowledge and skills needed to achieve the CEH credential.

More Information

CompTIA A+ is the industry standard for launching IT careers into today’s digital world. CompTIA A+ Core 1 (Exam 220-1101) covers mobile devices, networking technology, hardware, virtualization, cloud computing and network troubleshooting.

More Information

The CCISO program is a first-of-its-kind training and certification course that aims to produce cybersecurity executives of the highest caliber and ethics.

More Information

The principles of Scrum and be able to identify Scrum-appropriate projects The various Scrum roles, ceremonies, and artifacts The responsibilities and the core competencies of an effective Scrum Master Best-practices on how to build and guide an effective Scrum team An understanding of user stories and techniques to prioritize and manage a product backlog Ways to communicate Scrum team progress throughout all levels of the organization Everything you need to know to pass the 50 question CSM test.

More Information

This course introduces tools and tactics to manage cybersecurity risks, identify various types of common threats, evaluate the organization's security, collect and analyze cybersecurity intelligence, and handle incidents as they occur.

More Information

This course will build on existing knowledge from the CompTIA A+ 1101 course. This course will provide fundamental level skills and theoretical concepts to prepare you for real-world experiences on the job as a technician. CompTIA A+ is the industry standard for launching IT careers into today’s digital world. CompTIA A+ Core 2 (Exam 220-1102) covers installing and configuring operating systems, expanded security, software troubleshooting and operational procedures.

More Information

CEH provides an in-depth understanding of ethical hacking phases, various attack vectors, and preventative countermeasures. This course was built to incorporate a unique, in-depth, and interactive hands-on environment and systematic process across each ethical hacking domain and methodology, giving you the opportunity to work towards proving the required knowledge and skills needed to achieve the CEH credential.

More Information

CompTIA Cloud+ is a global certification that validates the skills needed to deploy and automate secure cloud environments that support the high availability of business systems and data. It is ideal for cloud engineers who need to have expertise across multiple products and systems. CompTIA Cloud+ is the only cloud focused certification approved for DoD 8570.01-M, offering an infrastructure option for individuals who need to certify in IAM Level I, CSSP Analyst and CSSP Infrastructure Support roles.

More Information

In this course, you will use generative AI to assist you as you work with spreadsheets.

More Information

In this course, you will use Copilot to streamline communication, power up your content creation, and maximize the potential of generative AI.

More Information

CompTIA Security+ is a global certification that validates the foundational cybersecurity skills necessary to perform core security functions and pursue an IT security career. It establishes the core knowledge required of any cybersecurity role and provides a springboard to intermediate-level cybersecurity jobs. CompTIA Security+ is compliant with ISO 17024 standards and approved by the U.S. DoD to meet Directive 8140.03M requirements.

More Information

Gain a broad view of how to respond to a cybersecurity incident while preparing for the CyberSec First Responder certification.

More Information

In this course, you will use generative AI tools to help you develop business presentations.

More Information

CompTIA Data+ is an early-career data analytics certification for professionals tasked with developing and promoting data-driven business decision-making that gives learners the confidence to bring data analysis to life.

More Information

In this course, you will use generative AI tools to help you develop text and images that you can use in your word processor or desktop publishing application.

More Information

This course begins by examining the Microsoft Copilot for Microsoft 365 design. Its main focus, however, is on the security and compliance features that administrators must configure in their Microsoft 365 tenant to protect their company's organizational data before they implement Copilot for Microsoft 365.

More Information

This course will teach students who are new or unfamiliar with Microsoft Copilot how to use it effectively in common situations. The course focuses on Copilot for Microsoft 365, using the AI in applications like Word, PowerPoint, Excel, Outlook, OneNote and Teams. It also covers other popular Copilot experiences found in Windows 11, Edge and the Copilot website.

More Information

Our Exam Cram sessions are intensive, focused review sessions designed to help your team master key concepts and pass their CompTIA certification exams with confidence. Led by expert instructors, these sessions provide in-depth, targeted hands-on practice to ensure your team is fully prepared for exam day. CompTIA A+ Core 1 covers mobile devices, networking technology, hardware, virtualization and cloud computing and network troubleshooting. This exam cram session is included with the A+ Core 1 course.

More Information

Our Exam Cram sessions are intensive, focused review sessions designed to help your team master key concepts and pass their CompTIA certification exams with confidence. Led by expert instructors, these sessions provide in-depth, targeted hands-on practice to ensure your team is fully prepared for exam day. CompTIA A+ Core 2 covers installing and configuring operating systems, expanded security, software troubleshooting and operational procedures. This exam cram session is included with the A+ Core 2 course.

More Information

CompTIA Network+ certification exam covers the latest trends in networking and validates the core skills necessary to establish, maintain, troubleshoot and secure networks in any environment, preparing learners for a rewarding career in networking and cybersecurity. Students gain a wide range of technical and hands-on skills required of today’s early-career network administrators. Network+ is Approved for DoD 8140.03.

More Information

Our Exam Cram sessions are intensive, focused review sessions designed to help your team master key concepts and pass their CompTIA certification exams with confidence. Led by expert instructors, these sessions provide in-depth, targeted hands-on practice to ensure your team is fully prepared for exam day. Network+ exam covers the core skills necessary to establish, maintain, troubleshoot and secure networks regardless of technology or platform. This exam cram session is included with the Network+ course.

More Information

Our Exam Cram sessions are intensive, focused review sessions designed to help your team master key concepts and pass their CompTIA certification exams with confidence. Led by expert instructors, these sessions provide in-depth, targeted hands-on practice to ensure your team is fully prepared for exam day. Security+ covers the most in-demand skills related to current threats, automation, zero trust, IoT, risk – and more. This exam cram session is included with the Security+ course.

More Information

Our Exam Cram sessions are intensive, focused review sessions designed to help your team master key concepts and pass their CompTIA certification exams with confidence. Led by expert instructors, these sessions provide in-depth, targeted hands-on practice to ensure your team is fully prepared for exam day. Cloud+ covers the expertise needed to deploy and automate secure cloud environments and protect mission-critical applications and data. This exam cram session is included with the Cloud+ course.

More Information

Our Exam Cram sessions are intensive, focused review sessions designed to help your team master key concepts and pass their CompTIA certification exams with confidence. Led by expert instructors, these sessions provide in-depth, targeted hands-on practice to ensure your team is fully prepared for exam day. Cloud+ covers mining and manipulating data, applying basic statistical methods, and analyzing complex datasets. This exam cram session is included with the Data+ course.

More Information

The Certified Information Systems Security Manager (C-ISSM) course covers the skills and knowledge to assess threat analysis & risks, risk & incident management, security programs & CISO roles, IS security strategy & frameworks, audit & risk management creation of policies, compliance & awareness, as well as DR & BCP development, deployment & maintenance. This course not only covers ISACA®'s CISM exam, but will provide a measurable certification that demonstrates proficiency in the IS Management field.

More Information

This scenario-based course focuses on computer security as an applied process across job roles and industries. The course also helps to prepare students for achieving the widely regarded Certified Information Systems Security Professional (CISSP) certification.

More Information

Artificial intelligence (AI) tools can be used in a business setting to generate text that is unique, thorough, and highly effective at communication. In response to your written prompt describing what you require, these tools can quickly summarize information, generate ideas, solve problems, participate in conversations, and engage in a wide range of other purposes, enabling you to save time and money designing and developing text-based content.

More Information

Artificial intelligence (AI) tools can be used in a business setting to create images that are unique, high quality, and cost effective. In response to your written prompt describing what you require in an image, these tools can quickly produce art, illustrations, diagrams, sketches, graphical concepts, and a wide range of other images, enabling you to save time and money designing and developing new graphic concepts, custom images, and product designs.

More Information

This course introduces fundamental concepts related to artificial intelligence (AI), and the services in Microsoft Azure that can be used to create AI solutions. It is designed as a blended learning experience that combines instructor-led training with online materials. The hands-on exercises in the course are based on Learn modules, and students are encouraged to use the content on Learn as reference materials to reinforce what they learn in the class and to explore topics in more depth.

More Information

AI-102 Designing and Implementing an Azure AI Solution is intended for software developers wanting to build AI infused applications that leverage Azure Cognitive Services, Azure Cognitive Search, and Microsoft Bot Framework. The course will use C# or Python as the programming language.

More Information

Azure OpenAI Service provides access to OpenAI’s powerful large language models such as GPT; the model behind the popular ChatGPT service. These models enable various natural language processing (NLP) solutions to understand, converse, and generate content. Users can access the service through REST APIs, SDKs, and Azure OpenAI Studio. In this course, you’ll learn how to provision Azure OpenAI service, deploy models, and use them in generative AI applications.

More Information

The Cloud is being widely adopted today for a diverse set of reasons. However, many are finding that security in the cloud is a huge challenge. The C)CSO looks to fill the gap in cloud security education and give you the skills you need to develop strong cloud security.

More Information

The Certified Security Principles (C)SP) course is going to prepare you for security across the entire environment including understanding risk management, identity and access control, network and data security. This is just a short list of everything covered within this course, which will include new technologies like IoT and cloud services. This course is intended to prepare you to become a benefit to any company attempting to improve its security posture.

More Information

The Certified Cybersecurity Systems Auditor (C)CSSA) course covers the skills and knowledge to assess vulnerabilities, report on compliance and implement controls for private and public enterprises. Many organizations require a Cybersecurity System Auditor's expert knowledge when it comes to identifying critical issues and providing effective auditing solutions.

More Information

The CISSO addresses the broad range of industry best practices, knowledge and skills expected of a security manager/officer. You will learn in-depth theory pertaining to the practical implementation of core security concepts, practices, monitoring and compliance of IS management. Whether you’re responsible for the management of a Cybersecurity team, a Security Officer, an IT auditor or a Business Analyst, the C)ISSO certification course is an ideal way to increase your knowledge, expertise and skill.

More Information

A Certified Disaster Recovery Engineer (C)DRE) is the superhero of an Information System. Disaster recovery (DR) and business continuity planning (BCP) is the process of having a professional work with a business to prepare processes, policies, and procedures to follow in the event of a disruption. The C)DRE prepares students to plan and present the latest methodologies and best practices for real-world system recovery.

More Information

To protect an information system you need to be able to see that system through the eyes of the attacker. The Certified Professional Ethical Hacker certification course is the foundational training to a line of penetration testing courses because it teaches you to think like a hacker. Therefore, you can set up dynamic defenses to prevent intrusion.

More Information

A Certified Penetration Testing Engineer (C)PTE) imagines all of the ways that a hacker can penetrate a data system. In this course you will learn 5 Key Elements of Pen Testing, discover the latest vulnerabilities and the techniques malicious hackers are using to acquire and destroy data and learn more about the business skills needed to identify protection opportunities, justify testing activities and optimize security controls appropriate to the business needs in order to reduce business risk.

More Information

The Certified Secure Web Application Engineer (C)SWAE) course is delivered by high level OWASP experts and students can expect to obtain real world security knowledge that enables them to recognize vulnerabilities, exploit system weaknesses and help safeguard against application threats. You will learn how to develop web applications that aren't subject to common vulnerabilities, and how to test and validate that their applications are secure, reliable and resistant to attack.

More Information

The course focuses on common data engineering tasks such as orchestrating data transfer and transformation pipelines, working with data files in a data lake, creating and loading relational data warehouses, capturing and aggregating streams of real-time data, and tracking data assets and lineage.

More Information

This course teaches developers how to create applications using the SQL API and SDK for Azure Cosmos DB. Students will learn how to write efficient queries, create indexing policies, manage and provision resources, and perform common operations with the SDK.

More Information

In this course students will learn the various security, compliance, and identity concepts. After attending you will be able to describe the capabilities of Microsoft’s identity and access management solutions and Microsoft security and compliance solutions.

More Information