Quantum computing is rapidly transforming the landscape of artificial intelligence and computational research. This hands-on workshop introduces participants to the journey from fundamental quantum algorithms to emerging Quantum AI and Quantum Machine Learning applications. The workshop combines conceptual foundations with practical implementation using PennyLane and Bloqade, providing participants with an opportunity to explore quantum circuits, variational algorithms, quantum machine learning models, and neutral-atom quantum computing. Participants will gain practical exposure to implementing quantum algorithms and exploring their applications in modern AI workflows.