This lecture covers the applications and challenges of Neural Quantum States (NQS) in computational quantum science. It discusses frustrated spins, Heisenberg limit, autoregressive quantum states, accuracy diagrams, and continuous improvements in NQS. The instructor explores the mapping of fermions to spins, Jordan-Wigner mapping, dissociation curves, and different mappings in quantum chemistry.