AI Winter History... AI யின் பருவக்காலங்கள்.... #ai #aivideo #science #computer #computerscience

The provided sources explore the historical phenomenon known as *AI winters**, which are recurrent phases characterized by diminished enthusiasm and severe funding cutbacks following periods of overhyped expectations in artificial intelligence research. These economic and academic downturns were typically triggered by the failure of specific technologies to meet grandiose early promises, such as early machine translation limitations, single-layer neural network constraints, and the eventual collapse of the commercial market for **expert systems* and specialized hardware. Despite these historical setbacks, the field has continuously rebounded through methodological breakthroughs and paradigm shifts, culminating in modern periods of unprecedented investment and technological achievement often referred to as an **AI spring**.