Quantum Deep Learning

1. Quantum Deep Learning- Part-1 (Basics of Quantum Deep Learning).

Content:

• Comparison of Classical Vs Quantum Deep Learning Architectural Flows
• Basics of Quantum Deep Learning

Video Link:

• Quantum Deep Learning- Part-1 (Basics of Quantum Deep Learning) (Direct Link: https://www.youtube.com/watch?v=_4KFueWMnMQ&t=352s )

2. Quantum Deep Learning- Part-2 (Basics of Quantum Deep Learning).

Content:

• Basics of Quantum Deep Learning
• Quantum Entanglement,
• Quantum Superposition and its use in Quantum Deep Learning.

Video Link:

• Quantum Deep Learning- Part-2 (Basics of Quantum Deep Learning) (Direct Link: https://www.youtube.com/watch?v=s1OONbGAhrA&t=105s)

3. Quantum Deep Learning- Part-3 (Qubit & Notations for Quantum Deep Learning).

Content:

• Bit Vs Qubit System.
• Notations for Quantum Deep Learning.
• Qubit System in details
• Different Qubit Representations
• Operations on Qubits.

Video Link:

• Quantum Deep Learning- Part-3 (Qubit & Notations for Quantum Deep Learning) (Direct Link: https://www.youtube.com/watch?v=673d8bssWa8&t=58s)

4. Quantum Deep Learning- Part-4 (Quantum Gates for Quantum Deep Learning).

Content:

• Details of Quantum Gates.
• Connecting Quantum Superpositions and Entanglement with Quantum Gates.
• Applications with Examples.
• Use of Quantum Gates in Quantum Circuits.

Video Link:

• Quantum Deep Learning- Part-4 (Quantum Gates for Quantum Deep Learning) (Direct Link: https://www.youtube.com/watch?v=mSs752lkWks&t=66s)

5. Quantum Deep Learning- Part-5 (Developing First Quantum Deep Learning Architecture).

Content:

• Quantum Circuits Explained.
• Using Quantum Circuits for:
• Quantum Encoding
• Hidden layer Design
• Output Layer Design
• Loss and Gradient Computations

Video Link:

• Quantum Deep Learning- Part-5 (Developing First Quantum Deep Learning Architecture) (Direct Link: https://www.youtube.com/watch?v=b5UzgxfpFdg&t=46s)

6. Quantum Deep Learning- Part-6 (Quantum CNN Architecture).

Content:

• Comparison of Classical Vs Quantum CNN
• Using Quantum Circuits to Design
• CNN Convolution Layer
• CNN Pooling Layer.
• Classification

Video Link:

• Quantum Deep Learning- Part-6 (Quantum CNN Architecture) (Direct Link: https://www.youtube.com/watch?v=7AT-BIqCjk0&t=21s)