Artificial Intelligence for Finance, Accounting & Auditing from Udemy

What's inside

Learning objectives

Chatbots (ai that can interact in voice and text with humans)
Robotic process automation + intelligence (ai that automates business processes)
Internet of things (ai that enables devices to communicate directly without human intervention)
Smart analytics (ai that combines machine learning, business rules, expert knowledge and statistics)

Machine vision (ai that can interpret images, handwriting, and scanned documents)
Natural language processing (ai that understands human language)
Speech recognition (ai that can comprehend human speech, identify speakers and tones)
Machine learning (ai that can analyze massive data and identifies patterns)

Chatbots (ai that can interact in voice and text with humans)
Robotic process automation + intelligence (ai that automates business processes)
Internet of things (ai that enables devices to communicate directly without human intervention)
Smart analytics (ai that combines machine learning, business rules, expert knowledge and statistics)
Machine vision (ai that can interpret images, handwriting, and scanned documents)
Natural language processing (ai that understands human language)
Speech recognition (ai that can comprehend human speech, identify speakers and tones)
Machine learning (ai that can analyze massive data and identifies patterns)

Syllabus

At the end of this section, you will be able to define what Artificial Intelligence is, have a general understanding of the different AI techniques and how you can use these techniques

Welcome to the course

Course Outline

What is Artificial Intelligence?

Why do we need Artificial Intelligence in Finance | Accounting | Auditing

Reflection Question

Can Artificial Intelligence replace me in my profession?

Did AI start yesterday?

Is all the AI talk just hype?

How can you reinvent yourself in this digital age?

Before we jump into the technology...

At the end of this section, you would have developed a simple chatbot (no coding required!) that can interact with humans over a messaging app

Quick introduction to Chatbots

Chatbot applications in Finance | Accounting | Auditing

Chatbot Use Cases

Description of the hands on exercise

Step 1: Hands-on - Overview of IBM Watson

Step 2: Hands-on - Setting up the IBM Chatbot Environment

Step 3: Hands-on - Creating Dialog Skills for the Chatbot

Step 4: Hands-on - Adding the Discovery Service

Step 5: Hands-on - Adding Search skills to the Chatbot

Step 6: Hands on - Recap of what we have covered with Chatbot development

Step 7: Hands-on - Integration with Slack

Chatbot Quiz

At the end of this section, you would learn and interact with speech recognition software (no coding required!)

Introduction to Speech Recognition

General example of speech recognition software with emotion detection

Speech Recognition applications in Finance | Accounting | Auditing

Speech Recognition Case Study

Hands-on: Interacting with Speech Recognition

Speech Recognition Quiz

At the end of this section, you would learn and interact with natural language processing software (no coding required!)

Introduction to Natural Language Processing

Preprocessing text for Natural Language Processing

Natural Language Processing applications in Finance | Accounting | Auditing

Natural Language Processing Case Study

Step 1: Hands on - RapidMiner and Meaning Cloud sites

Step 2: Hands on - Exploring MeaningCloud features

Step 3: Hands on - Extracting online reviews for text analysis

Step 4: Hands on - Using MeaningCloud to perform Natural Language Processing

Step 5: Hands on - Understanding the output

Natural Language Processing Quiz

At the end of this section, you would learn and interact with machine vision software (no coding required!)

Introduction to Machine Vision

Machine Vision applications in Finance | Accounting | Auditing

Machine Vision Case Studies (Accounting | Auditing | Finance)

Just for fun :) Illustration of Machine Vision Apps

Machine Vision Quiz

At the end of this section, you would learn and interact with machine learning software (no coding required!)

Introduction to Machine Learning

Machine Learning Steps

Machine Learning applications

Machine Learning Case Study

Step 1: Hands on - Getting started on Machine Learning / RapidMiner

Step 2: Hands on - Decision Trees

Step 3: Hands on - Random Forest and Logistic Regression

Step 4: Hands on - Building the ensemble

Machine Learning Quiz

At the end of this section, you would learn and interact with RPA (no coding required!)

Introduction to Robotic Process Automation + Intelligence

Robotic Process Automation Case Study

Step 1: Hands on - Getting started on Automation Anywhere

Step 2: Hands on - Building the browser connector

Step 3: Hands on - Adding triggers

Step 4: Hands on - Bot opening excel

Step 5: Hands on- Opening an excel file

Step 6: Hands on - Copy and Pasting between apps

Step 7: Hands on - Troubleshooting

Step 8: Bonus Connecting bot to IBM Watson Chatbot via slack

Robotic Process Automation Quiz

At the end of this section, you would learn and interact with Internet of Things software (no coding required!)

Introduction to Internet of Things

Internet of Things Case Study

Step 1: Hands on - Introduction to MATLAB

Step 2: Hands on - Introduction to ThingSpeak

Step 3: Hands on - Setting up Sensor Channels

Step 4: Hands on - MATLAB Apps

Step 5: Hands on - IoT Visualization and Time Control

Step 6: Hands on - IoT wrap up

At the end of this section, you would learn about smart analytics software

Introduction to Smart Analytics

Smart Analytics Case Study

Step 1:Walkthrough of a Smart Analytics Software for audit - Navigating Software

Step 2:Walkthrough of a Smart Analytics Software for audit - Inner workings

Step 3:Walkthrough of a Smart Analytics Software for audit - Exploring output

At the end of this section, you will have a full picture on how AI applications can be developed and rolled out across teams

What we have covered to this point

How can AI change your work / life?

Implementing AI Applications

AI implementation Case Study

The Future of AI in Accounting, Auditing and Finance

Concluding the course

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Designed for anyone with an interest in the uses of Artificial Intelligence in business, finance, accounting, and auditing

Meets the needs of learners ranging from students to professionals

Offers a comprehensive overview of the techniques used in Artificial Intelligence and their practical applications in business

Provides hands-on labs and interactive materials, making it engaging and practical

Taught by Dr. Ivy Munoko, an experienced academic and professional in the field of Artificial Intelligence, Accounting, Auditing, and Finance

Course materials are delivered in a mix of lectures, hands-on exercises, case studies, and quizzes, catering to diverse learning styles

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Artificial Intelligence for Finance, Accounting & Auditing with these activities:

Review linear algebra concepts

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Review the fundamentals of linear algebra to strengthen your understanding of the mathematical concepts used in AI.

Browse courses on Linear Algebra

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Review notes or textbooks on linear algebra.
Practice solving linear algebra problems.
Complete online quizzes or tests to assess your understanding

Read 'Artificial Intelligence: A Modern Approach'

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Gain a comprehensive understanding of AI concepts and algorithms by reading this foundational textbook.

View Melania on Amazon

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Read the chapters relevant to the course topics.
Take notes or summarize the key concepts.
Discuss the book's content with classmates or online forums.

Build a chatbot using Google Dialogflow

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Enhance your understanding of chatbot development by following guided tutorials and building a functional chatbot using Google Dialogflow.

Browse courses on Chatbots

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Sign up for a Google Dialogflow account.
Follow a tutorial to create a simple chatbot.
Deploy your chatbot and test its functionality.

Four other activities

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Attend a study group

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Engage with peers and clarify concepts by participating in regularly scheduled study groups.

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Join or form a study group with other students.
Meet regularly to discuss course material.
Work together to solve problems and complete assignments.

Solve machine learning coding challenges

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Reinforce your machine learning knowledge by solving coding challenges on platforms like LeetCode or Kaggle.

Browse courses on Machine Learning

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Choose a coding challenge platform.
Select a machine learning-related challenge.
Solve the challenge using your preferred coding language.

Develop a presentation on AI applications in your field

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Synthesize your knowledge of AI and its applications by creating a presentation tailored to your specific industry.

Browse courses on AI Applications

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Research AI applications in your field.
Organize your findings into a logical flow.
Design slides and prepare visual aids.
Practice delivering your presentation.

Contribute to an AI open-source project

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Gain practical experience and enhance your understanding by contributing to real-world AI projects on platforms like GitHub.

Browse courses on Open Source

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Identify an AI open-source project.
Review the project's documentation and code.
Identify an area where you can contribute.
Submit a pull request with your contribution.

Career center

Learners who complete Artificial Intelligence for Finance, Accounting & Auditing will develop knowledge and skills that may be useful to these careers:

Auditor

Auditors examine an organization's financial records to ensure that they are accurate and compliant with regulations. Some auditors also assess internal controls and recommend ways to improve them. The course Artificial Intelligence for Finance, Accounting & Auditing will help you develop the skills you need to succeed as an auditor who uses artificial intelligence to automate tasks, improve accuracy, and detect fraud.

See salaries and explore the career path for Auditor

Financial Analyst

Financial analysts collect and analyze financial data to make recommendations on investments. They may also develop financial models to forecast future performance. The course Artificial Intelligence for Finance, Accounting & Auditing will help you build the foundation in financial analysis, accounting, and AI that you need to succeed as a financial analyst.

See salaries and explore the career path for Financial Analyst

Accountant

Accountants prepare and examine financial records, ensure compliance with financial regulations, and advise clients on financial matters. The course Artificial Intelligence for Finance, Accounting & Auditing will help you build the foundation in accounting and AI that you need to succeed as an accountant.

See salaries and explore the career path for Accountant

Risk Manager

Risk managers identify, assess, and mitigate risks to an organization. They may also develop and implement risk management plans. The course Artificial Intelligence for Finance, Accounting & Auditing will help you develop the skills you need to succeed as a risk manager.

See salaries and explore the career path for Risk Manager

Business Analyst

Business analysts help organizations improve their performance by analyzing business processes and recommending improvements. They may also work on projects to implement new technologies. The course Artificial Intelligence for Finance, Accounting & Auditing will help you develop the skills you need to succeed as a business analyst with a focus on AI applications.

See salaries and explore the career path for Business Analyst

Data Scientist

Data scientists use data to solve business problems. They may work on projects to develop new products or services, improve customer service, or reduce costs. The course Artificial Intelligence for Finance, Accounting & Auditing will help you build the foundation in AI and data analysis that you need to succeed as a data scientist in the finance, accounting, or auditing fields.

See salaries and explore the career path for Data Scientist

Machine Learning Engineer

Machine learning engineers design and develop machine learning models. They may also work on projects to implement machine learning solutions. The course Artificial Intelligence for Finance, Accounting & Auditing will help you build the foundation in AI and machine learning that you need to succeed as a machine learning engineer.

See salaries and explore the career path for Machine Learning Engineer

Software Engineer

Software engineers design, develop, and maintain software applications. They may work on projects to develop new features, fix bugs, or improve performance. The course Artificial Intelligence for Finance, Accounting & Auditing can help you build the foundation in AI and software development that you need to succeed as a software engineer who specializes in AI applications.

See salaries and explore the career path for Software Engineer

IT Auditor

IT auditors examine an organization's IT systems and controls to ensure that they are secure and compliant with regulations. They may also make recommendations on how to improve the IT infrastructure. The course Artificial Intelligence for Finance, Accounting & Auditing will help you develop the skills you need to succeed as an IT auditor who uses AI to automate tasks, improve accuracy, and detect fraud.

See salaries and explore the career path for IT Auditor

Information Security Analyst

Information security analysts protect an organization's computer systems and networks from unauthorized access. They may also develop and implement security policies and procedures. The course Artificial Intelligence for Finance, Accounting & Auditing can help you build the foundation in AI and information security that you need to succeed as an information security analyst.

See salaries and explore the career path for Information Security Analyst

Fraud Investigator

Fraud investigators investigate allegations of fraud and financial misconduct. They may also work on projects to develop and implement fraud prevention programs. The course Artificial Intelligence for Finance, Accounting & Auditing will help you develop the skills you need to succeed as a fraud investigator who uses AI to detect and prevent fraud.

See salaries and explore the career path for Fraud Investigator

Compliance Officer

Compliance officers ensure that an organization complies with laws and regulations. They may also develop and implement compliance programs. The course Artificial Intelligence for Finance, Accounting & Auditing can help you build the foundation in AI and compliance that you need to succeed as a compliance officer.

See salaries and explore the career path for Compliance Officer

Financial Planner

Financial planners help individuals and families plan for their financial future. They may also provide advice on investments, retirement planning, and estate planning. The course Artificial Intelligence for Finance, Accounting & Auditing can help you build the foundation in AI and financial planning that you need to succeed as a financial planner.

See salaries and explore the career path for Financial Planner

Actuary

Actuaries use mathematics and statistics to assess risk and uncertainty. They may work on projects to develop insurance products, retirement plans, or financial models. The course Artificial Intelligence for Finance, Accounting & Auditing can help you build the foundation in AI and actuarial science that you need to succeed as an actuary.

See salaries and explore the career path for Actuary

Statistician

Statisticians collect, analyze, and interpret data. They may work on projects to develop new statistical methods or apply statistical techniques to solve problems in various fields. The course Artificial Intelligence for Finance, Accounting & Auditing can help you build the foundation in AI and statistics that you need to succeed as a statistician.

See salaries and explore the career path for Statistician