A Hands-On Workshop on Quantum Leap: Quantum Computing, Optimization & Quantum Machine Learning Using Qiskit is a national-level, one-day online program designed to introduce participants to both the fundamentals and real-world applications of quantum technologies. The workshop begins with a clear overview of qubits, quantum gates, superposition, entanglement and the quantum circuit model, setting a strong conceptual foundation. This is followed by guided hands-on sessions using Qiskit, where participants learn to build, visualize and execute quantum circuits, explore noise models, work with simulation backends and implement essential quantum algorithms. The workshop also covers key quantum optimization techniques, showcasing their use in solving complex computational problems. In the Quantum Machine Learning segment, the participants learn variational quantum classifiers, quantum feature maps and hybrid quantum-classical models to understand emerging quantum advantages in AI. Designed for students, researchers, industry professionals, and technology enthusiasts, the workshop requires no prior quantum background and emphasizes practical, experience-driven learning. By the end of the program, participants will gain both solid theoretical insight and hands-on skills to confidently continue their journey in the rapidly evolving field of quantum computing.