Tag Archives: reinforcement learning

LM101-079: Ch1: How to View Learning as Risk Minimization

Android presenting his empirical risk family tree.

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Episode Summary: This particular podcast covers the material in Chapter 1 of my new (unpublished) book “Statistical Machine Learning: A unified framework”. In this episode we discuss Chapter 1 of my new book, which shows how supervised, unsupervised, and reinforcement learning algorithms can be viewed as special cases of a general empirical risk minimization framework. This is useful… Read More »

LM101-069: What Happened at the 2017 Neural Information Processing Systems Conference?

Robot at a Neural Information Processing Systems 2017 lecture.

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LM101-069: What Happened at the 2017 Neural Information Processing Systems Conference?   Episode Summary: This 69th episode of Learning Machines 101 provides a short overview of the 2017 Neural Information Processing Systems conference with a focus on the development of methods for teaching learning machines rather than simply training them on examples. In addition, a book review of… Read More »

LM101-063: How to Transform a Supervised Learning Machine into a Policy Gradient Reinforcement Learning Machine

policy gradient reinforcement learning illustration

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LM101-063: How to Transform a Supervised Learning Machine into a Policy Gradient Reinforcement Learning Machine Episode Summary: This 63rd episode of Learning Machines 101 discusses how to build reinforcement learning machines which become smarter with experience but do not use this acquired knowledge to modify their actions and behaviors. This episode explains how to build reinforcement learning machines… Read More »

LM101-062: How to Transform a Supervised Learning Machine into a Value Function Reinforcement Learning Machine

Example of a deep learning neural network implementing a value function for playing checkers.

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LM101-062: How to Transform a Supervised Learning Machine into a Value Function Reinforcement Learning Machine Episode Summary: This 62nd episode of Learning Machines 101 discusses how to design reinforcement learning machines using your knowledge of how to build supervised learning machines! Specifically, we focus on Value Function Reinforcement Learning Machines which estimate the unobservable total penalty associated with… Read More »

LM101-061: What happened at the Reinforcement Learning Tutorial? (RERUN)

Robot participates as an audience member of the conference.

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LM101-061: What happened at the Reinforcement Learning Tutorial? (RERUN) Episode Summary: This is the third of a short subsequence of podcasts providing a summary of events associated with Dr. Golden’s recent visit to the 2015 Neural Information Processing Systems Conference. This is one of the top conferences in the field of Machine Learning. This episode reviews and discusses… Read More »

LM101-048: How to Build a Lunar Lander Autopilot Learning Machine (Rerun)

An illustration of a robot landing a lunar lander on the moon.

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LM101-048: How to Build a Lunar Lander Autopilot Learning Machine (Rerun) Episode Summary: In this episode we consider the problem of learning when the actions of the learning machine can alter the characteristics of the learning machine’s statistical environment. We illustrate the solution to this problem by designing an autopilot for a lunar lander module that learns from… Read More »

LM101-044: What happened at the Deep Reinforcement Learning Tutorial at the 2015 Neural Information Processing Systems Conference?

Robot attending NIPS 2015 workshop on Deep Reinforcement Learning.

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LM101-044: What happened at the Deep Reinforcement Learning Tutorial at the 2015 Neural Information Processing Systems Conference? Episode Summary: This is the third of a short subsequence of podcasts providing a summary of events associated with Dr. Golden’s recent visit to the 2015 Neural Information Processing Systems Conference. This is one of the top conferences in the field… Read More »

LM101-035: What is a Neural Network and What is a Hot Dog?

Robot with neural network processor trying to decide which image best represents a "hot dog".

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Episode Summary: In this episode, we address the important questions of “What is a neural network?” and “What is a hot dog?” by discussing human brains, neural networks that learn to play Atari video games, and rat brain neural networks. Show Notes: Hello everyone! Welcome to the thirty-fifth podcast in the podcast series Learning Machines 101. In this… Read More »