Machine Learning is a branch of artificial intelligence (AI) that focuses on developing algorithms and models that allow machines to learn and improve from data, without needing to be explicitly programmed to perform specific tasks.
Instead of following predefined rules, the system analyzes data to identify patterns, make predictions, or make decisions autonomously. For example:
Supervised:
Unsupervised:
Reinforcement Learning:
In short, Machine Learning allows you to automate and improve processes by learning from data, revolutionizing the way machines interact with the world.
It allows you to automate complex tasks, improve with new data, and adapt to unknown situations without manual reprogramming.
Structured data (tables, databases) and unstructured data (images, text, audio, video) can be used.
Ensuring that the data is of quality, avoiding overfitting, and ensuring that the model generalizes well to new cases.