1: Statics -- 1.1 Mean Field Models -- Hopfield Models as Generalized Random Mean Field Models -- The Martingale Method for Mean-Field Disordered Systems at High Temperature -- On the Central Limit Theorem for the Overlap in the Hopfield Model -- Limiting Behavior of Random Gibbs Measures: Metastates in Some Disordered Mean Field Models -- On the Storage Capacity of the Hopfield Model -- 1.2 Lattice Models -- Typical Profiles of the Kac-Hopfield Model -- Thermodynamic Chaos and the Structure of Short-Range Spin Glasses -- Random Spin Systems with Long-Range Interactions -- 2: Dynamics -- Langevin Dynamics for Sherrington-Kirkpatrick Spin Glasses -- Sherrington-Kirkpatrick Spin-Glass Dynamics Part II: The Discrete Setting