The rise of data
Data refers to the raw facts and figures that are collected and processed to provide useful information. In this context, data is essential for training models to recognize patterns and make predictions. The rise of data has been closely linked with the growth of the internet. As more people have come online and generated more information, the amount of data available has grown exponentially. This has had a profound impact on deep learning, enabling researchers to develop increasingly sophisticated models that can learn from vast amounts of data. As more people came online, companies began to realize the value of this data. They started collecting it en masse, using it to gain insights into customer behavior and preferences. This led to the emergence of big data – large datasets that were too complex to be processed using traditional methods. Big data presented a challenge for machine learning researchers. Traditional machine learning algorithms were not designed...