Machine learning has evolved significantly over the years, and with it, the field of advanced machine learning topics has expanded. In this guide, we will explore some of the key advanced topics in machine learning.

Key Advanced Machine Learning Topics

  1. Deep Learning Deep learning is a subset of machine learning that structures algorithms in layers to create an "artificial neural network" that can learn and make intelligent decisions on its own.

    Deep Learning Diagram

  2. Reinforcement Learning Reinforcement learning is an area of machine learning concerned with how agents ought to take actions in an environment to maximize some notion of cumulative reward.

    Reinforcement Learning Example

  3. Natural Language Processing (NLP) NLP is a field of computer science, artificial intelligence, and computational linguistics concerned with the interactions between computers and human (natural) languages.

    NLP Application

  4. Computer Vision Computer vision is a field of computer science that aims to enable computers to interpret and understand the visual world.

    Computer Vision Example

  5. Generative Models Generative models are a class of models that learn to generate new data instances that are similar to the training data.

    Generative Model Example

Further Reading

For more in-depth information on these topics, we recommend visiting our Machine Learning Resources page.