This video breaks down the crucial differences between Partially Homomorphic Encryption (PHE) and Fully Homomorphic Encryption (FHE). We cover: What is homomorphic encryption? The limitations of PHE (one operation only). The power of FHE (any computation). Noise and bootstrapping in FHE. Real-world applications (healthcare, finance, cloud computing). Challenges and future directions.