What is Deep learning?
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- What is Machine Learning
- Two broad classification
- Supervised Learning
- Regression
- Classification
- Unsupervised Learning
- Supervised Learning
What is Machine Learning?
One definition of Machine Learning: “A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E.”
Two broad classification
Supervised Learning
Regression
In a regression problem, we are trying to predict results within a continuous output, meaning that we are trying to map input variables to some continuous function.
Classification
In a classification problem, we are instead trying to predict results in a discrete output. In other words, we are trying to map input variables into discrete categories.
Unsupervised Learning
Unsupervised learning allows us to approach problems with little or no idea what our results should look like. We can derive structure from data where we don’t necessarily know the effect of the variables.
With unsupervised learning there is no feedback based on the prediction results.
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