Steven Weinberg's three-volume series on quantum field theory (QFT) is indeed a highly regarded resource for studying quantum field theory and its applications in particle physics. Mastering the material covered in these volumes would provide you with a strong foundation in quantum field theory, which is a crucial framework for understanding the fundamental interactions of particles.
However, it's important to note that quantum gravity is a highly challenging and specialized field of study that goes beyond the