Machine learning is a subset of artificial intelligence (AI) that involves using algorithms and statistical models to enable computers to learn from and make predictions or decisions based on data, without being explicitly programmed to do so. In other words, it involves teaching machines to learn patterns and insights from data, and use that knowledge to make predictions or decisions.
The process of machine learning begins with identifying and gathering data relevant to a particular problem. This data is then preprocessed and cleaned to remove any inconsistencies or errors. Next, a machine learning model is trained using this data, and its performance is evaluated on a separate set of data called a test set. The goal of the model is to learn patterns and relationships in the data, so it can make accurate predictions or decisions on new data.
There are three main types of machine learning: supervised learning, unsupervised learning, and reinforcement learning. In supervised learning, the model is trained on labeled data, where the correct outputs are already known. In unsupervised learning, the model is trained on unlabeled data, and it must identify patterns and relationships on its own. In reinforcement learning, the model is trained through trial and error, by receiving feedback in the form of rewards or penalties based on its decisions.
Machine learning has many practical applications, including image and speech recognition, natural language processing, fraud detection, and predictive maintenance. With the increasing availability of data and computational power, machine learning is becoming more powerful and accessible, and is poised to play an even greater role in shaping our future.
Cognitec gives individual attention to each student to be adequately trained and will be able to complete the training effectively with hands-on project experience with real-time scenarios at the learning level itself.
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