In a few words, what is artificial intelligence?
Machine learning is a branch of AI that uses algorithms to learn from data & improve over time. It can be used for tasks such as recognizing images, understanding language, & predicting outcomes. ML is used in many practical applications, from facial recognition to self-driving cars.
Introducing Machine Learning in AI
Machine Learning is a branch of Artificial Intelligence that uses algorithms to analyze data, identify patterns, and make predictions. It enables computers to learn automatically and improve their performance without explicitly programming them. Supervised Learning is a type of Machine Learning in which data is labeled and the computer is trained to recognize patterns in the data. This allows the computer to generalize the data and provide accurate predictions on new, unseen data. Unsupervised Learning is a type of Machine Learning in which data is not labeled and the computer is not given any prior knowledge. Instead, the computer is expected to find the hidden patterns in the data and make meaningful predictions on its own.
Machine learning algorithms can be used to diagnose medical conditions better than some doctors. Machine learning is being used to improve the accuracy of facial recognition technology. Machine learning algorithms can be used to predict the stock market with some accuracy.
Did you know?
What is machine learning and why is it important?
What types of fun things can you do with machine learning?
How can machine learning be used to solve problems?
How accurate is machine learning and what factors affect its accuracy?
Brain break: Draw a pig dressed as a superhero flying through the sky and shooting bacon lasers from its snout
Question: How can we use machine learning in artificial intelligence to solve a problem? Clues: • Understand what machine learning is and how it can be used. • Identify a problem that can be solved using machine learning. • Explore different machine learning algorithms and techniques. In pairs: Select and solve one of the tasks: A. Work in pairs and explain how machine learning can be used to solve a problem through a drawing. B. Explore online resources to find out more about machine learning.
What is machine learning?
- A type of computer hardware
- A programming language
- A branch of artificial intelligence
What is the purpose of training data in machine learning?
- To confuse the model and prevent overfitting
- To test the accuracy of the model
- To teach the model how to make predictions or decisions
What is an important step after training a machine learning model?
- Deleting all training data
- Increasing its complexity
- Evaluating its performance using test data
Work together in pairs: What is one example of a machine learning algorithm and how is it used in AI?