The #PyMC3 paper just crossed 1000 citations - thanks everyone who contributed and used it!

twiecki's tweet image. The #PyMC3 paper just crossed 1000 citations - thanks everyone who contributed and used it!

#PyMC3 lab meeting. Discussing the new numba backend for Aesara (formerly Theano) and all the speed-improvements it'll bring to PyMC3. Exciting times.

twiecki's tweet image. #PyMC3 lab meeting. Discussing the new numba backend for Aesara (formerly Theano) and all the speed-improvements it'll bring to PyMC3. Exciting times.

Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…

twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…
twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…
twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…
twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…

Not going to complain, but curious why there's such a recent surge in #PyMC3 installs.

twiecki's tweet image. Not going to complain, but curious why there's such a recent surge in #PyMC3 installs.

How are Bayesian methods actually used in industry? @kuusisto_k talks about how to build a brand tracker, why they use Bayesian frameworks and what to consider when putting #PyMC3 in production #PyConDE

corrieaar's tweet image. How are Bayesian methods actually used in industry? @kuusisto_k talks about how to build a brand tracker, why they use Bayesian frameworks and what to consider when putting #PyMC3 in production #PyConDE

As it turns out, #PyMC3 is pretty great for imputation

ChadScherrer's tweet image. As it turns out, #PyMC3 is pretty great for imputation

"Probabilistic Programming in the Real World" by @zachanglin at @PyData DC. #PyDataDC #PyMC3

Emaasit's tweet image. "Probabilistic Programming in the Real World" by @zachanglin at @PyData DC. #PyDataDC #PyMC3
Emaasit's tweet image. "Probabilistic Programming in the Real World" by @zachanglin at @PyData DC. #PyDataDC #PyMC3
Emaasit's tweet image. "Probabilistic Programming in the Real World" by @zachanglin at @PyData DC. #PyDataDC #PyMC3

Congratulations to our VP of data science, Dr. Thomas Wiecki, for winning @odsc's Open Source Data Science award for #PyMC3!

quantopian's tweet image. Congratulations to our VP of data science, Dr. Thomas Wiecki, for winning @odsc's Open Source Data Science award for #PyMC3!

At #TFDevSummit representing only the finest of open source software, #PyMC3

canyon289's tweet image. At #TFDevSummit representing only the finest of open source software, #PyMC3

The two rockets below have more in common than you think. I used #pymc3 and #arviz to help build rockets at #spacex and I cannot be more proud to be a core contributor to all these projects. #LaunchAmerica #AppliedStats #OpenSourceSoftware

canyon289's tweet image. The two rockets below have more in common than you think. I used #pymc3 and #arviz to help build rockets at #spacex  and I cannot be more proud to be a core contributor to all these projects. #LaunchAmerica #AppliedStats #OpenSourceSoftware
canyon289's tweet image. The two rockets below have more in common than you think. I used #pymc3 and #arviz to help build rockets at #spacex  and I cannot be more proud to be a core contributor to all these projects. #LaunchAmerica #AppliedStats #OpenSourceSoftware

Use the precision in preference to the standard deviation to parameterize a Gaussian distribution. Better for NUTS to explore. #PyMC3 #ProbabilisticProgramming

Emaasit's tweet image. Use the precision in preference to the standard deviation to parameterize a Gaussian distribution. Better for NUTS to explore. #PyMC3 #ProbabilisticProgramming

Catch me at the @PyDataDC conference with stickers for #PyMC3 & @pymc_learn

Emaasit's tweet image. Catch me at the @PyDataDC conference with stickers for #PyMC3 & @pymc_learn

Deploying #PyMC3 models to production: web API for a prediction end-point served via kubernetes and bodywork bodyworkml.com/posts/serving-… by @ioannides_alex We actually plan to make this workflow even simpler in #PyMC3: github.com/pymc-devs/pymc…

twiecki's tweet image. Deploying #PyMC3 models to production: web API for a prediction end-point served via kubernetes and bodywork bodyworkml.com/posts/serving-… by @ioannides_alex We actually plan to make this workflow even simpler in #PyMC3: github.com/pymc-devs/pymc…
twiecki's tweet image. Deploying #PyMC3 models to production: web API for a prediction end-point served via kubernetes and bodywork bodyworkml.com/posts/serving-… by @ioannides_alex We actually plan to make this workflow even simpler in #PyMC3: github.com/pymc-devs/pymc…
twiecki's tweet image. Deploying #PyMC3 models to production: web API for a prediction end-point served via kubernetes and bodywork bodyworkml.com/posts/serving-… by @ioannides_alex We actually plan to make this workflow even simpler in #PyMC3: github.com/pymc-devs/pymc…

Modelling uncertainty and correlation in #Bayesian multivariate linear regression using Gaussian affine transformation. Surprised again how easy #PyMC3 makes things! appliedmachinelearning.ai/assets/pymc3_a… #Affine #Regression

docmrichards's tweet image. Modelling uncertainty and correlation in #Bayesian multivariate linear regression using Gaussian affine transformation. Surprised again how easy #PyMC3 makes things! appliedmachinelearning.ai/assets/pymc3_a… #Affine #Regression
docmrichards's tweet image. Modelling uncertainty and correlation in #Bayesian multivariate linear regression using Gaussian affine transformation. Surprised again how easy #PyMC3 makes things! appliedmachinelearning.ai/assets/pymc3_a… #Affine #Regression
docmrichards's tweet image. Modelling uncertainty and correlation in #Bayesian multivariate linear regression using Gaussian affine transformation. Surprised again how easy #PyMC3 makes things! appliedmachinelearning.ai/assets/pymc3_a… #Affine #Regression

I've been tracking my steps for several months. Somewhere along the line, I got a puppy. Can Bayesian inference (via #pymc3) help me identify the day she arrived? jtash.com/puppy-steps.ht…

ashjasont's tweet image. I've been tracking my steps for several months. Somewhere along the line, I got a puppy. Can Bayesian inference (via #pymc3) help me identify the day she arrived?

jtash.com/puppy-steps.ht…
ashjasont's tweet image. I've been tracking my steps for several months. Somewhere along the line, I got a puppy. Can Bayesian inference (via #pymc3) help me identify the day she arrived?

jtash.com/puppy-steps.ht…

I have re-coded the #rstan model for pooling polls into #pymc3. I was finding stan too hard to navigate from #Python on the Apple M1, and it was becoming more fragile over time (with no change to the code, it completely failed today with some 20 errors). #auspol

Mark_Graph's tweet image. I have re-coded the #rstan model for pooling polls into #pymc3. I was finding stan too hard to navigate from #Python on the Apple M1, and it was becoming more fragile over time (with no change to the code, it completely failed today with some 20 errors). #auspol

This echoes my own experience. Doubt I'd be an entrepreneur without participating in OSS. Especially #pymc3 (thanks everyone at #pymc)


#conda 経由でまずは #pymc3 からサンプルをやっている。


前に使っていた #pystan#pymc3 のコードが使えなくなってる。。


【ゆるくない募】 バージョンが古い可能性とか色々考えて対応してみたけれど、pymc3がインストールできませぬ。 (正確には時間かかりすぎてる) 誰か、インストールできる手順を教えて… #anaconda #pymc3 #python

takatakatamn's tweet image. 【ゆるくない募】
バージョンが古い可能性とか色々考えて対応してみたけれど、pymc3がインストールできませぬ。
(正確には時間かかりすぎてる)
誰か、インストールできる手順を教えて…

#anaconda #pymc3 #python

📊 PyMC3で確率モデル構築時に特定の関数を適用したい場合、Deterministic関数を使いましょう✨ 変数に対して変換を行い、モデルの一部として追加できます👌 例: pm.Deterministic('output', f(input_variable)) 🔍 #PyMC3 #Deterministic #データサイエンス


🌲PyMC3でベイズ推定を行った後、複数の変数の事後分布を視覚化したいときはforestplot関数が便利✨! combined=Trueに設定すると、全てのチェーンをまとめて表示🔄 事後分布を一目で把握できるので、解析の助けになります🧠💡! #PyMC3 #forestplot #combined #ベイズ推定

kaizen_oni's tweet image. 🌲PyMC3でベイズ推定を行った後、複数の変数の事後分布を視覚化したいときはforestplot関数が便利✨!
combined=Trueに設定すると、全てのチェーンをまとめて表示🔄
事後分布を一目で把握できるので、解析の助けになります🧠💡!
#PyMC3 #forestplot #combined #ベイズ推定

✨PyMC3って何?🤔 PyMC3はPythonでベイズ統計モデリングを行うための強力なライブラリ🐍 MCMCアルゴリズム(例: NUTS, Metropolis)を利用してパラメータ推定や事後分布を計算💡 確率的プログラミング言語でモデルを記述✏️ データ解析や予測の強力な味方です🌟 #PyMC3 #ベイズ統計 #Python


suis machine learning il te fuit, fuis machine learning il te suit.. ma baddeee #PyMC3 #HamiltonianMonteCarlo #BayesianInference #beke #fyp #finalyearproject #meshforyoupageyawled


今日は、統計の基礎。 来週から、いよいよベイズ統計です。 まだまだ、間に合いますよ。 liveai.connpass.com/event/261751/ #Python #ベイズ統計 #PyMC3 はじめてのベイズ統計【PyMC3+Colab】 Section2 【Live!人工知能 #104#live人工知能 youtu.be/CVEdpWGf5l4 @YouTubeより


Gaussian Processes for Time Series Forecasting with #PyMC3 juanitorduz.github.io/gp_ts_pymc3/ by @juanitorduz

twiecki's tweet image. Gaussian Processes for Time Series Forecasting with #PyMC3 juanitorduz.github.io/gp_ts_pymc3/ by @juanitorduz
twiecki's tweet image. Gaussian Processes for Time Series Forecasting with #PyMC3 juanitorduz.github.io/gp_ts_pymc3/ by @juanitorduz
twiecki's tweet image. Gaussian Processes for Time Series Forecasting with #PyMC3 juanitorduz.github.io/gp_ts_pymc3/ by @juanitorduz

TimeSeers: a hierarchical Bayesian time series model based on Facebook's Prophet, written in #PyMC3. github.com/MBrouns/timese… #PyMCon talk: discourse.pymc.io/t/hierarchical… by @MatthijsBrs

twiecki's tweet image. TimeSeers: a hierarchical Bayesian time series model based on Facebook's Prophet, written in #PyMC3. github.com/MBrouns/timese… #PyMCon talk: discourse.pymc.io/t/hierarchical… by @MatthijsBrs

@pymc_devs #PyMC3 paper at 999 citations! And I'm just about to add another one!

tuennermann's tweet image. @pymc_devs #PyMC3 paper at 999 citations! And I'm just about to add another one!

A Bayesian Model for Estimating the Effects of #COVID19 Vaccines using #PyMC3 towardsdatascience.com/a-bayesian-mod…

twiecki's tweet image. A Bayesian Model for Estimating the Effects of #COVID19 Vaccines using #PyMC3 towardsdatascience.com/a-bayesian-mod…

Interactive Probabilistic Models Explorer (IPME) for #PyMC3 models github.com/evdoxiataka/ip…

twiecki's tweet image. Interactive Probabilistic Models Explorer (IPME) for #PyMC3 models github.com/evdoxiataka/ip…
twiecki's tweet image. Interactive Probabilistic Models Explorer (IPME) for #PyMC3 models github.com/evdoxiataka/ip…

How do you use your 65 inch TV on Saturday nights? #DataScience #PYMC3

N_KNIG's tweet image. How do you use your 65 inch TV on Saturday nights? #DataScience #PYMC3

This is the most amazing thing ever: Using Brandon's new Theano-JAX backend, @junpenglao built and JAX-compiled a #PyMC3 model and then sampled it using the TFP-JAX NUTS implementation 🤯 And it's super fast!

twiecki's tweet image. This is the most amazing thing ever: Using Brandon's new Theano-JAX backend, @junpenglao built and JAX-compiled a #PyMC3 model and then sampled it using the TFP-JAX NUTS implementation 🤯 And it's super fast!

@aloctavodia inaugurando la semana de charlas invitadas en el WTPC2018, contándonos sobre de estadística Bayesiana y programación probabilista con #PyMC3.

workshopTPC's tweet image. @aloctavodia inaugurando la semana de charlas invitadas en el WTPC2018, contándonos sobre de estadística Bayesiana y programación probabilista con #PyMC3.

The #PyMC3 paper just crossed 1000 citations - thanks everyone who contributed and used it!

twiecki's tweet image. The #PyMC3 paper just crossed 1000 citations - thanks everyone who contributed and used it!

I've just got @aloctavodia's book, and I already love it. Wubba lubba dub dub! #pymc3

4lebu's tweet image. I've just got @aloctavodia's book, and I already love it. Wubba lubba dub dub! #pymc3

Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…

twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…
twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…
twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…
twiecki's tweet image. Slides to my Insurance Data Science keynote talk: "Bayesian Decision Making Lifts off with #PyMC3" docs.google.com/presentation/d…

#PyMC3 tutorial on Mixture Models antyagi5.github.io/blog/ Predicting the accuracy of planar, laser-based experimental images for measuring flame speeds in turbulent flames. Need I say more? By Ankit Tyagi.

twiecki's tweet image. #PyMC3 tutorial on Mixture Models antyagi5.github.io/blog/ Predicting the accuracy of planar, laser-based experimental images for measuring flame speeds in turbulent flames. Need I say more? By Ankit Tyagi.
twiecki's tweet image. #PyMC3 tutorial on Mixture Models antyagi5.github.io/blog/ Predicting the accuracy of planar, laser-based experimental images for measuring flame speeds in turbulent flames. Need I say more? By Ankit Tyagi.
twiecki's tweet image. #PyMC3 tutorial on Mixture Models antyagi5.github.io/blog/ Predicting the accuracy of planar, laser-based experimental images for measuring flame speeds in turbulent flames. Need I say more? By Ankit Tyagi.

Rare times when things work out. Stay humble & keep trying. #GaiaDR2 #astronomy #pymc3 (is the greatest).

errai34's tweet image. Rare times when things work out. Stay humble & keep trying. #GaiaDR2 #astronomy #pymc3 (is the greatest).

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