The software ecosystem for Targeted Learning. Statistics, machine learning, causal inference, #rstats. Brought to you by @mark_vdlaan & co.

Joined February 2019
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Targeted Learning Software retweeted
My lecture last night at @turinginst @LSHTM & excellent introduction by @PhilDawid available here: panopto.lshtm.ac.uk/Panopto/…
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Targeted Learning Software retweeted
Just to clarify: @mark_vdlaan ‘s lecture is about estimation using targeted learning, typically applied in causal inference, but after identification. Nevertheless, it’s going to be epic! Sold out, but live-streamed #epitwitter
This @LSHTMstatmethod event on role of causal inference in #machinelearning on Mar 4th will be live-streamed lshtm.ac.uk/newsevents/event…
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Targeted Learning Software retweeted
28 Dec 2019
Replying to @seanjtaylor
Along with @mark_vdlaan @podTockom @rachaelvp and others, we’ve also been writing what we hope is a gentle and applied introduction in our live @tlverse handbook tlverse.org/tlverse-handbook…. Feedback very welcome if it turns out to be helpful #statstwitter #epitwitter
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Targeted Learning Software retweeted
Asked for a comparison of TMLE and double machine learning, this blog post comparing the two approaches in historical context came together quickly vanderlaan-lab.org/2019/12/2… #causalinference #statstwitter #epitwitter #machinelearning

Replying to @mark_vdlaan
@mark_vdlaan Is there an applied researcher's guide to choosing between double machine learning and TMLE cross-fitting? PS: Thanks for making these methods and resources so easily accessible!
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Targeted Learning Software retweeted
21 Dec 2019
Exciting news, and there’s more: together with @SVansteelandt and @mark_vdlaan we’re running a #causalinference #MachineLearning masterclass @turinginst the previous day (March 3rd). Applications will open early in the new year. Watch this space!
Mark van der Laan @mark_vdlaan will give a public lecture on #CausalInference and #MachineLearning at @LSHTM on March 4th 6pm, John Snow Theatre. Event co-organised with @turinginst For details and to register turing.ac.uk/events/targeted… book ur place & spread the word!
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Targeted Learning Software retweeted
How about a statistically unbiased estimate of something interesting, and don't even bother estimating something that isn't interesting?
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Check out a new blog post from @laan12345 on obtaining inference for prediction quantities (i.e., prediction intervals) using Targeted Learning: vanderlaan-lab.org/2019/05/1… #causalinference #statstwitter #EpiTwitter

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Check out a new blog post from @laan12345 on the applications of Targeted Learning in infectious disease research with networked units: vanderlaan-lab.org/2019/05/1… #causalinference #statstwitter #EpiTwitter

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Check out a new blog post from @laan12345 on adaptive algorithm library selection for constructing ensemble models with the Super Learner algorithm: vanderlaan-lab.org/2019/05/1… #causalinference #statstwitter #EpiTwitter

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Check out a new blog post from @laan12345 on the essential differences between one-step estimators and TML estimators: vanderlaan-lab.org/2019/05/1… #causalinference #statstwitter #EpiTwitter

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Check out a new blog post from @laan12345 on dealing with missing data when using Targeted Learning: vanderlaan-lab.org/2019/05/1… #causalinference #statstwitter #EpiTwitter

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Targeted Learning Software retweeted
25 May 2019
There’s also an open handbook we’re writing (tlverse.org/tlverse-handbook…) and recent workshop materials (tlverse.org/acic2019-worksho…) with software usage examples. Please let us know how best we can improve these tools!

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Targeted Learning Software retweeted
“Individual men are insoluble puzzles, but in aggregate they become a mathematical certainty. You can't foretell what 1 man will do, but you can say what an avg # will be up to. Individuals vary but %s remain constant. So says the statistician.” - Sherlock Holmes #statsquotes
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