AI+ Quantum

Hours: 40 / Access Length: 12 Months / Delivery: Online, Self-Paced
Online Hours: 40
Retail Price: $495.00

Course Overview:

The AI+ Quantum course bridges the gap between Artificial Intelligence and Quantum Computing, offering an in-depth exploration of cutting-edge technologies. The course delves into Quantum Computing Gates, Circuits, and Algorithms, with a focus on real-world AI applications. Participants will explore advanced topics like Quantum Machine Learning, Quantum Deep Learning, and their transformative impact on traditional AI methodologies. This program critically examines ethical implications, explores industry trends, and provides hands-on workshops to solidify knowledge. Real-world case studies offer practical insights, making this course essential for professionals and enthusiasts aiming to lead in the evolving field of AI and Quantum Computing.

Recommended Prerequisites:

• Foundational Knowledge of AI: A basic understanding of AI concepts is helpful, but no technical skills are required.
• Willingness to Explore Quantum Approaches: An open mindset to tackle unconventional problem-solving in AI and Quantum Computing.
• Engagement with Ethical Considerations: A readiness to critically analyze ethical dilemmas in the application of AI in quantum systems.

Course Outline:

Lesson 1: Overview of Artificial Intelligence (AI) and Quantum Computing

• 1.1 Artificial Intelligence Refresher
• 1.2 Quantum Computing Refresher

Lesson 2: Quantum Computing Gates, Circuits, and Algorithms

• 2.1 Quantum Gates and their Representation
• 2.2 Multi Qubit Systems and Multi Qubit Gates

Lesson 3: Quantum Algorithms for AI

• 3.1 Core Quantum Algorithms
• 3.2 QFT and Variational Quantum Algorithms

Lesson 4: Quantum Machine Learning

• 4.1 Algorithms for Regression and Classification
• 4.2 Algorithms for Dimensionality and Clustering

Lesson 5: Quantum Deep Learning

• 5.1 Algorithms for Neural Networks – Part I
• 5.2 Algorithms for Neural Networks – Part II

Lesson 6: Ethical Considerations

• 6.1 Ethics for Artificial Intelligence
• 6.2 Ethics for Quantum Computing

Lesson 7: Trends and Outlook

• 7.1 Current Trends and Tools
• 7.2 Future Outlook and Investment

Lesson 8: Use Cases & Case Studies

• 8.1 Quantum Use Cases
• 8.2 QML Case Studies

Lesson 9: Workshop

• 9.1 Project – I: QSVM for Iris Dataset
• 9.2 Project – II: VQC/QNN on Iris Dataset
• 9.3 Bonus: IBM Quantum Computers

Optional Lesson: AI Agents for Quantum

• What Are AI Agents
• Key Capabilities of AI Agents in Quantum Computing
• Applications and Trends for AI Agents in Quantum Computing
• How Does an AI Agent Work
• Core Characteristics of AI Agents
• Types of AI Agents

All necessary course materials are included.

System Requirements:

Internet Connectivity Requirements:

• Cable, Fiber, DSL, or LEO Satellite (i.e. Starlink) internet with speeds of at least 10mb/sec download and 5mb/sec upload are recommended for the best experience.

NOTE: While cellular hotspots may allow access to our courses, users may experience connectivity issues by trying to access our learning management system.  This is due to the potential high download and upload latency of cellular connections.   Therefore, it is not recommended that students use a cellular hotspot as their primary way of accessing their courses.

Hardware Requirements:

• CPU: 1 GHz or higher
• RAM: 4 GB or higher
• Resolution: 1280 x 720 or higher.  1920x1080 resolution is recommended for the best experience.
• Speakers / Headphones
• Microphone for Webinar or Live Online sessions.

Operating System Requirements:

• Windows 7 or higher.
• Mac OSX 10 or higher.
• Latest Chrome OS
• Latest Linux Distributions
  

NOTE: While we understand that our courses can be viewed on Android and iPhone devices, we do not recommend the use of these devices for our courses. The size of these devices do not provide a good learning environment for students taking online or live online based courses.

Web Browser Requirements:

• Latest Google Chrome is recommended for the best experience.
• Latest Mozilla FireFox
• Latest Microsoft Edge
• Latest Apple Safari

Basic Software Requirements (These are recommendations of software to use):

• Office suite software (Microsoft Office, OpenOffice, or LibreOffice)
• PDF reader program (Adobe Reader, FoxIt)
• Courses may require other software that is described in the above course outline.