Linear Digressions

Linear Digressions

Linear Digressions is a podcast about machine learning and data science. Machine learning is being used to solve a ton of interesting problems, and to accomplish goals that were out of reach even a few short years ago. 896520

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Optimization Problems

Optimization Problems

If modeling is about predicting the unknown, optimization tries to answer the question of what to do, what decision to make, to get the best results out of a given situation. Sometimes that's straigh...

22 Elo 201617min

Multi-level modeling for understanding DEADLY RADIOACTIVE GAS

Multi-level modeling for understanding DEADLY RADIOACTIVE GAS

Ok, this episode is only sort of about DEADLY RADIOACTIVE GAS. It's mostly about multilevel modeling, which is a way of building models with data that has distinct, related subgroups within it. What...

15 Elo 201623min

How Polls Got Brexit "Wrong"

How Polls Got Brexit "Wrong"

Continuing the discussion of how polls do (and sometimes don't) tell us what to expect in upcoming elections--let's take a concrete example from the recent past, shall we? The Brexit referendum was, ...

8 Elo 201615min

Election Forecasting

Election Forecasting

Not sure if you heard, but there's an election going on right now. Polls, surveys, and projections about, as far as the eye can see. How to make sense of it all? How are the projections made? Whic...

1 Elo 201628min

Machine Learning for Genomics

Machine Learning for Genomics

Genomics data is some of the biggest #bigdata, and doing machine learning on it is unlocking new ways of thinking about evolution, genomic diseases like cancer, and what really makes each of us differ...

25 Heinä 201620min

Climate Modeling

Climate Modeling

Hot enough for you? Climate models suggest that it's only going to get warmer in the coming years. This episode unpacks those models, so you understand how they work. A lot of the episodes we do ...

18 Heinä 201619min

Reinforcement Learning Gone Wrong

Reinforcement Learning Gone Wrong

Last week’s episode on artificial intelligence gets a huge payoff this week—we’ll explore a wonderful couple of papers about all the ways that artificial intelligence can go wrong. Malevolent actors?...

11 Heinä 201628min

Reinforcement Learning for Artificial Intelligence

Reinforcement Learning for Artificial Intelligence

There’s a ton of excitement about reinforcement learning, a form of semi-supervised machine learning that underpins a lot of today’s cutting-edge artificial intelligence algorithms. Here’s a crash co...

3 Heinä 201618min