The Evolution of Data Science: From Statistics to AI
The Evolution of Data Science: From Statistics to AI Introduction Data science has undergone a remarkable transformation over the years, evolving from traditional statistical methods to advanced artificial intelligence (AI) systems. This evolution has been driven by increasing computational power, the explosion of data, and advancements in machine learning algorithms. Understanding the journey of data science provides insight into its current capabilities and future potential. Early Foundations: The Era of Statistics The roots of data science can be traced back to statistics, which has long been used to analyze and interpret numerical data. In the 18th and 19th centuries, statisticians developed probability theory, regression analysis, and inferential statistics, which formed the basis of data analysis in various fields. During this period, statistical methods were primarily applied in economics, biology, and social sciences. The Rise of Computing: The Birth of Data Analytics The mid-...