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There are many possible algorithms one may choose to work on, such as Gaussian process based methods for point processes like [Nearest Neighbor GPs](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5927603/) or the Vecchia approximation, and models that are types of Gaussian Markov Random Fields, like CAR, ICAR and BYM models. Implementions of these can be found in the R package [CARBayes](https://cran.r-project.org/web/packages/CARBayes/vignettes/CARBayes.pdf) and [INLA](https://www.r-inla.org/). Past work in PyMC has shown promising results and this project would build on that. + +**Info** +* Hours: 350 +* Expected outcome: An implementation of one or more of the methods listed above, along with one or more notebook examples that can be added to the PyMC docs demonstrating these techniques. +* Skills required: Python, statistics, GPs +* Difficulty: Medium + **Mentors** - [Chris Fonnesbeck](https://github.com/fonnesbeck) - [Bill Engels](https://github.com/bwengals) @@ -69,6 +79,18 @@ Find out more at [Daniel's GSOC blog](https://daniel-saunders-phil.github.io/ima Support Automatic Derivation of Arbitrary Censoring logp +**Project Description** + +>PyMC can automatically derive the logp of certain censoring processes such as left and/or right censoring, and rounding. This project would extend the ability to arbitrary forms of censoring of which left/right and rounding are just special cases. This would include interval censoring and binning. + +>This project will require learning how to parse [PyTensor](https://pytensor.readthedocs.io/en/latest/) graphs, which is the backend used by PyMC. See https://www.pymc.io/projects/docs/en/v5.0.2/learn/core_notebooks/pymc_pytensor.html for more details. An understanding of probability theory is helpful but not a requirement (you can learn as you go) + +**Info** +* Hours: 350 +* Expected outcome: PyMC logprob submodule will understand arbitrary censoring encoding models. +* Skills required: Python, statistics +* Difficulty: High + **Mentors** - [Larry Dong](https://github.com/larryshamalama) - [Ricardo Vieira](https://github.com/ricardoV94) @@ -117,3 +139,65 @@ Find out more at [Shreyas's GSOC blog](https://shreyas3156.github.io/gsoc-with-p I aspire to become a proficient Data Scientist in the sectors pertaining to sciences, such as meteorology, astronomy or healthcare. The GSoC program with PyMC and especially a project as engaging would provide me with a strong foundation for statistical modeling and machine learning. I had already got to learn a great deal during the application phase of GSoC and the variety of opportunities in open-source projects would keep my curiosity piqued. +## Gabriel Stechschulte + +**Project Name** + +Better tools to interpret complex Bambi regression models + +**Project Description** + +>Bambi allows building Generalized Linear Models for Location, Scale, and Shape. The interpretation of parameter estimates can be challenging, especially when the model contains several predictors of different nature, possibly transformed, and model parameters are modified with link functions. To simplify the understanding, researchers often prefer to concentrate on simpler and easily interpretable quantities and visualizations. However, calculating these quantities and their standard errors is both time-consuming and non-trivial. [Bambi](https://bambinos.github.io/bambi/) currently has some [visualization features](https://github.com/bambinos/bambi/pull/517) currently has some visualization features to aid in comprehending model predictions, and this plan aims to enhance these features. A useful reference for our goals is the R library [marginaleffects](https://vincentarelbundock.github.io/marginaleffects/index.html). + +**Info** +* Expected outcome: An implementation of one or more plotting functions to aid in the interpretation of Bambi's models +* Skills required: Python, Matplotlib, familiarity with generalized linear models, +* Difficulty: Medium + +**Mentors** +- [Tomás Capretto](https://github.com/tomicapretto) +- [Osvaldo Martin](https://github.com/aloctavodia) +::::{grid} +:::{grid-item} +:columns: 12 6 6 4 + +![photo of Gabriel Stechschulte](../_static/gsoc_2023/gabriel.png) +::: +:::{grid-item} +:columns: 12 6 6 8 + +**Bio** +>I have a MSc. in Data Science and work as a Systems Engineer in the supply chain department of an elevator manufacturing / production company. I develop hierarchical regression models to analyze costs and profitability of our different product lines and configurations as well as perform optimizations to reduce material waste and cost. + + +**Connecting** +- Twitter: [@__gsteck__](https://twitter.com/__gsteck__) +- GitHub: [@GStechschulte](https://github.com/GStechschulte) +::: +:::: + +Find out more at [Gabriel's GSOC blog](https://gstechschulte.github.io/cached-blog/). + +1. __What motivated you to apply for GSoC with PyMC?__ + + A personal objective of mine for 2023 was to begin contributing to open source probabilistic programming libraries to: (1) deepen my knowledge and skill sets within Bayesian statistics and software development, and (2) to “give back” to the PPL open source community after having used the software for the previous 1-2 years, and (3) to meet like minded people within the probabilistic programming field. + +1. __Why did you choose your specific project topic?__ + + Although the model building portion of the Bayesian workflow has become easier, the interpretation of these models has not. Interpretation of generalized linear models are cumbersome even for the modeler; add on top the need of explainability to management and other non-technical stakeholders. Thus, I see my project topic as a way to *automate* certain aspects of model interpretability and as a way to present complex models to a non-technical audience *more effectively*. + +1. __How did you get involved in open source software?__ + + I follow most of the PyMC, Bambi, Aesara, and Blackjax core devs on Twitter and GitHub. Seeing how supportive they (and the communities) are towards beginner developers wanting to contribute showed I should not be afraid. My first merged PR was documentation related in Blackjax haha. + +1. __What are you expecting or hoping to get out of your GSoC experience?__ + + I am expecting to: + - Improve software engineering knowledge and skill sets such as writing tests, robust code (error handling and shape handling), and object oriented programming. + - Dive into the Bambi and xarray libraries in greater depth. + - Meet, communicate, and learn from the other devs of the Bambi library. + - To merge all three of my project deliverables on time. + +1. __What are your career goals? How do you see the GSoC program moving you towards them?__ + + One of my career goals is to work at a company where we not only utilize open source probabilistic programming (and related) libraries, but are allocated a certain percentage of resources (time and money) to further develop and improve *those* libraries. \ No newline at end of file From e224371d68da56717669369a768ec563fd1cfdc3 Mon Sep 17 00:00:00 2001 From: Reshama Date: Thu, 6 Jul 2023 10:54:44 -0400 Subject: [PATCH 2/7] rm dstore files; add DU report link --- .DS_Store | Bin 6148 -> 0 bytes _static/.DS_Store | Bin 6148 -> 0 bytes blog/blog_gsoc_2023.md | 5 +++-- 3 files changed, 3 insertions(+), 2 deletions(-) delete mode 100644 .DS_Store delete mode 100644 _static/.DS_Store diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index 43e8bc4685b1065d40e01e80db51c7e5a21051e0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKJ8r`;3?-WYF_0x=M_r*e5DfPOIY67nC{Q4P2dBHIo~uXe<7Y_VWJ`tyj{x-~ zicf;xV45PL?RWnovJsI6ZYV!C%+2=AXZDm41;TO0QNCpV*^m2=VU~S4VBD3w$q4T5 zls_D7i$(>g02QDDRDcTHSb;3C&HBdY@;E9$1^&MR_I)UD!G@B32n>9NW_1kfN@pRD|$dL+AfpY~G zvD{ewe}!M^|IbNWQ2{FOPzva>+jcFUl(lvCIIFb<{tmaCU$`0OPQl>i80h5~3oFOZ co)me-=Gd=^Q=rokcRG+i1Evd&3fxH1l%L1My&r3b_ zjPfnwT10g7-ad$|L}Up!l}}ryX8Yz7yUNHlRQ-%6S<5|q-42uN`GD2l$Uz3_rICyJ zrhDo84#&=If9&6mU4J}acRu6swH=!C0rNLAN&+N60wh2J|C4~VPT2A`lq(640112% zu#ltQCabHvanN4#WSO&vp{Tr`Id z&6_nR6!qJ2e(`kC8p@RfNZ>mGo4sKx>;F6W5A(m}&`5v;{wM)mZ1>v@UM_p<O=EZ&Nt-iq Date: Thu, 6 Jul 2023 10:56:57 -0400 Subject: [PATCH 3/7] backslash to twitter name w/underscores --- blog/blog_gsoc_2023.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/blog_gsoc_2023.md b/blog/blog_gsoc_2023.md index d2e27d9..9a70b55 100644 --- a/blog/blog_gsoc_2023.md +++ b/blog/blog_gsoc_2023.md @@ -172,7 +172,7 @@ Better tools to interpret complex Bambi regression models **Connecting** -- Twitter: [@__gsteck__](https://twitter.com/__gsteck__) +- Twitter: [@\__gsteck\__](https://twitter.com/__gsteck__) - GitHub: [@GStechschulte](https://github.com/GStechschulte) ::: :::: From 1bfdaaa3a809054612c6b0e5b5444b8d93de338b Mon Sep 17 00:00:00 2001 From: Reshama Date: Thu, 6 Jul 2023 11:00:20 -0400 Subject: [PATCH 4/7] add couple more backticks --- blog/blog_gsoc_2023.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/blog_gsoc_2023.md b/blog/blog_gsoc_2023.md index 9a70b55..db2ff3b 100644 --- a/blog/blog_gsoc_2023.md +++ b/blog/blog_gsoc_2023.md @@ -172,7 +172,7 @@ Better tools to interpret complex Bambi regression models **Connecting** -- Twitter: [@\__gsteck\__](https://twitter.com/__gsteck__) +- Twitter: [@\_\_gsteck\_\_](https://twitter.com/__gsteck__) - GitHub: [@GStechschulte](https://github.com/GStechschulte) ::: :::: From 8c859a1d9d26e0f2268378a39c0d84d8f4cf4241 Mon Sep 17 00:00:00 2001 From: Reshama Date: Thu, 6 Jul 2023 11:14:38 -0400 Subject: [PATCH 5/7] change: GSoC==>interns --- .DS_Store | Bin 0 -> 6148 bytes .../daniel-saunders.png | Bin .../{gsoc_2023 => 2023_interns}/gabriel.png | Bin .../shreyas-singh.png | Bin blog/blog_gsoc_2023.md | 47 ++++++++---------- 5 files changed, 22 insertions(+), 25 deletions(-) create mode 100644 .DS_Store rename _static/{gsoc_2023 => 2023_interns}/daniel-saunders.png (100%) rename _static/{gsoc_2023 => 2023_interns}/gabriel.png (100%) rename _static/{gsoc_2023 => 2023_interns}/shreyas-singh.png (100%) diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..fc401a251add5597cb9eabeeede5156dd0ebd9e4 GIT binary patch literal 6148 zcmeHKISv9b4733WBpOP}e1RWC2wuPgI2$A+3ZUPLckwjFM*&*spa6{}XA;MgC{wK0 zBBImFZXz-gkpbLLt~RvI_RU+?$%q2sIO8mP+3rr;!{*q^ejPAwUzTzLcm2pe9&C$7 z1*iZOpaN8Y3Vc|BEU<&&htK74RDcTnz5@1rC~(7?*aZ5g1B15!z#hVGn0qe)EEWLP z#3m3Cm!))x2*ZaFu&8RkyG;N=+T4-ZW$e#hzg+>Lwt-u{HB^8DM literal 0 HcmV?d00001 diff --git a/_static/gsoc_2023/daniel-saunders.png b/_static/2023_interns/daniel-saunders.png similarity index 100% rename from _static/gsoc_2023/daniel-saunders.png rename to _static/2023_interns/daniel-saunders.png diff --git a/_static/gsoc_2023/gabriel.png b/_static/2023_interns/gabriel.png similarity index 100% rename from _static/gsoc_2023/gabriel.png rename to _static/2023_interns/gabriel.png diff --git a/_static/gsoc_2023/shreyas-singh.png b/_static/2023_interns/shreyas-singh.png similarity index 100% rename from _static/gsoc_2023/shreyas-singh.png rename to _static/2023_interns/shreyas-singh.png diff --git a/blog/blog_gsoc_2023.md b/blog/blog_gsoc_2023.md index db2ff3b..b121b6b 100644 --- a/blog/blog_gsoc_2023.md +++ b/blog/blog_gsoc_2023.md @@ -1,4 +1,4 @@ -(gsoc_2023_presentations)= +(interns_2023_presentations)= # Meet our 2023 PyMC Interns :::{post} June 26, 2023 @@ -23,10 +23,8 @@ Expand support for spatial models in PyMC >This project will improve PyMCs support for modeling spatial processes. There are many possible algorithms one may choose to work on, such as Gaussian process based methods for point processes like [Nearest Neighbor GPs](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5927603/) or the Vecchia approximation, and models that are types of Gaussian Markov Random Fields, like CAR, ICAR and BYM models. Implementions of these can be found in the R package [CARBayes](https://cran.r-project.org/web/packages/CARBayes/vignettes/CARBayes.pdf) and [INLA](https://www.r-inla.org/). Past work in PyMC has shown promising results and this project would build on that. **Info** -* Hours: 350 * Expected outcome: An implementation of one or more of the methods listed above, along with one or more notebook examples that can be added to the PyMC docs demonstrating these techniques. -* Skills required: Python, statistics, GPs -* Difficulty: Medium +* Internship tag: GSoC **Mentors** - [Chris Fonnesbeck](https://github.com/fonnesbeck) @@ -35,7 +33,7 @@ Expand support for spatial models in PyMC :::{grid-item} :columns: 12 6 6 4 -![photo of Daniel Saunders](../_static/gsoc_2023/daniel-saunders.png) +![photo of Daniel Saunders](../_static/2023_interns/daniel-saunders.png) ::: :::{grid-item} :columns: 12 6 6 8 @@ -49,9 +47,9 @@ Expand support for spatial models in PyMC ::: :::: -Find out more at [Daniel's GSOC blog](https://daniel-saunders-phil.github.io/imagination_machine/). +Find out more at [Daniel's GSoC blog](https://daniel-saunders-phil.github.io/imagination_machine/). -1. __What motivated you to apply for GSoC with PyMC?__ +1. __What motivated you to apply for the intership with PyMC?__ A few years ago, I started reading Richard McElreath’s marvelous book Statistical Rethinking and fell in love with probabilistic programming. My prior coding experience was in Python so PyMC was a natural choice of probabilistic programming language to pick up. Since then, I’ve really grown to love the package and wanted to learn how to contribute to it in a serious way. @@ -65,11 +63,11 @@ Find out more at [Daniel's GSOC blog](https://daniel-saunders-phil.github.io/ima The world of open source was definitely overwhelming at first but I enjoyed being in a completely foreign environment. I just lurked on GitHub for the next few months before applying to GSoC. -1. __What are you expecting or hoping to get out of your GSoC experience?__ +1. __What are you expecting or hoping to get out of your internship experience?__ I want to grow my skills and my community. Working on large, collaborative software projects is a completely different challenge so I would like to get a feel for how they work. Similarly, my project is really going to push my knowledge of probabilistic programming forward. Getting to know who works in this space and what projects excite them is the other thing I’m really looking forward to. -1. __What are your career goals? How do you see the GSoC program moving you towards them?__ +1. __What are your career goals? How do you see the internship program moving you towards them?__ I’d like to work in probabilistic programming, either in academia or the private sector. My prior experience has been heavily academic so I’m eager to step just a bit outside that world and get connected with people who work on the private sector side. GSoC will diversify my experience in a way I hope opens new doors. @@ -87,10 +85,9 @@ Support Automatic Derivation of Arbitrary Censoring logp >This project will require learning how to parse [PyTensor](https://pytensor.readthedocs.io/en/latest/) graphs, which is the backend used by PyMC. See https://www.pymc.io/projects/docs/en/v5.0.2/learn/core_notebooks/pymc_pytensor.html for more details. An understanding of probability theory is helpful but not a requirement (you can learn as you go) **Info** -* Hours: 350 + * Expected outcome: PyMC logprob submodule will understand arbitrary censoring encoding models. -* Skills required: Python, statistics -* Difficulty: High +* Internship tag: PyMC research **Mentors** - [Larry Dong](https://github.com/larryshamalama) @@ -99,7 +96,7 @@ Support Automatic Derivation of Arbitrary Censoring logp :::{grid-item} :columns: 12 6 6 4 -![photo of Shreyas Singh](../_static/gsoc_2023/shreyas-singh.png) +![photo of Shreyas Singh](../_static/2023_interns/shreyas-singh.png) ::: :::{grid-item} :columns: 12 6 6 8 @@ -115,9 +112,9 @@ Support Automatic Derivation of Arbitrary Censoring logp ::: :::: -Find out more at [Shreyas's GSOC blog](https://shreyas3156.github.io/gsoc-with-pymc). +Find out more at [Shreyas's internship blog](https://shreyas3156.github.io/gsoc-with-pymc). -1. __What motivated you to apply for GSoC with PyMC?__ +1. __What motivated you to apply for the intership with PyMC?__ My undergraduate major was Engineering Physics, but it was while doing a minor in Mathematics that I realized my affinity for statistics and computational math. Although I had prior development experience in Java at my job, I wanted to pursue probabilistic programming with more rigor. @@ -132,13 +129,13 @@ Find out more at [Shreyas's GSOC blog](https://shreyas3156.github.io/gsoc-with-p Despite having prior experience in software development and data analytics, it was only recently that I got introduced to the world of open source. A few friends suggested contributing to open-source software as the learning curve is sharp but rewarding. I have been amazed by the diversity of contributions and the willingness of developers from all backgrounds to work together towards a common goal and share their knowledge with those who wish to learn. -1. __What are you expecting or hoping to get out of your GSoC experience?__ +1. __What are you expecting or hoping to get out of your internship experience?__ I hope to add the log-probability inference for as many cases of arbitrary censoring as possible, taking in some special edge cases into consideration as well. The end goal would also be to port these likelihoods into Bambi and proper documentation for the entire logprob submodule. Overall, I expect to learn a lot from my mentors and other members of the organization, and become a regular contributor to PyMC along with learning the best practices in open source. -1. __What are your career goals? How do you see the GSoC program moving you towards them?__ +1. __What are your career goals? How do you see the internship program moving you towards them?__ - I aspire to become a proficient Data Scientist in the sectors pertaining to sciences, such as meteorology, astronomy or healthcare. The GSoC program with PyMC and especially a project as engaging would provide me with a strong foundation for statistical modeling and machine learning. I had already got to learn a great deal during the application phase of GSoC and the variety of opportunities in open-source projects would keep my curiosity piqued. + I aspire to become a proficient Data Scientist in the sectors pertaining to sciences, such as meteorology, astronomy or healthcare. The internship program with PyMC and especially a project as engaging would provide me with a strong foundation for statistical modeling and machine learning. I had already got to learn a great deal during the application phase of GSoC and the variety of opportunities in open-source projects would keep my curiosity piqued. ## Gabriel Stechschulte @@ -152,8 +149,8 @@ Better tools to interpret complex Bambi regression models **Info** * Expected outcome: An implementation of one or more plotting functions to aid in the interpretation of Bambi's models -* Skills required: Python, Matplotlib, familiarity with generalized linear models, -* Difficulty: Medium +* Internship tag: GSoC + **Mentors** - [Tomás Capretto](https://github.com/tomicapretto) @@ -162,7 +159,7 @@ Better tools to interpret complex Bambi regression models :::{grid-item} :columns: 12 6 6 4 -![photo of Gabriel Stechschulte](../_static/gsoc_2023/gabriel.png) +![photo of Gabriel Stechschulte](../_static/2023_interns/gabriel.png) ::: :::{grid-item} :columns: 12 6 6 8 @@ -177,9 +174,9 @@ Better tools to interpret complex Bambi regression models ::: :::: -Find out more at [Gabriel's GSOC blog](https://gstechschulte.github.io/cached-blog/). +Find out more at [Gabriel's GSoC blog](https://gstechschulte.github.io/cached-blog/). -1. __What motivated you to apply for GSoC with PyMC?__ +1. __What motivated you to apply for the internship with PyMC?__ A personal objective of mine for 2023 was to begin contributing to open source probabilistic programming libraries to: (1) deepen my knowledge and skill sets within Bayesian statistics and software development, and (2) to “give back” to the PPL open source community after having used the software for the previous 1-2 years, and (3) to meet like minded people within the probabilistic programming field. @@ -191,7 +188,7 @@ Find out more at [Gabriel's GSOC blog](https://gstechschulte.github.io/cached-bl I follow most of the PyMC, Bambi, Aesara, and Blackjax core devs on Twitter and GitHub. Seeing how supportive they (and the communities) are towards beginner developers wanting to contribute showed I should not be afraid. My first merged PR was documentation related in Blackjax haha. -1. __What are you expecting or hoping to get out of your GSoC experience?__ +1. __What are you expecting or hoping to get out of your internship experience?__ I am expecting to: - Improve software engineering knowledge and skill sets such as writing tests, robust code (error handling and shape handling), and object oriented programming. @@ -199,6 +196,6 @@ Find out more at [Gabriel's GSOC blog](https://gstechschulte.github.io/cached-bl - Meet, communicate, and learn from the other devs of the Bambi library. - To merge all three of my project deliverables on time. -1. __What are your career goals? How do you see the GSoC program moving you towards them?__ +1. __What are your career goals? How do you see the internship program moving you towards them?__ One of my career goals is to work at a company where we not only utilize open source probabilistic programming (and related) libraries, but are allocated a certain percentage of resources (time and money) to further develop and improve *those* libraries. \ No newline at end of file From 4a629a380f69197a2850b52dbe002ee3be5aa930 Mon Sep 17 00:00:00 2001 From: Reshama Date: Thu, 6 Jul 2023 11:23:19 -0400 Subject: [PATCH 6/7] add dstore file to gitignore --- .gitignore | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/.gitignore b/.gitignore index 3f9aff3..1789cec 100644 --- a/.gitignore +++ b/.gitignore @@ -3,6 +3,13 @@ __pycache__/ *.py[cod] *$py.class +# misc +.DS_Store +.env.local +.env.development.local +.env.test.local +.env.production.local + # C extensions *.so From 772d49979808998e1d939c64ebada89e8096f587 Mon Sep 17 00:00:00 2001 From: Reshama Date: Thu, 6 Jul 2023 11:23:48 -0400 Subject: [PATCH 7/7] rm .DS_Store file --- .DS_Store | Bin 6148 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 .DS_Store diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index fc401a251add5597cb9eabeeede5156dd0ebd9e4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKISv9b4733WBpOP}e1RWC2wuPgI2$A+3ZUPLckwjFM*&*spa6{}XA;MgC{wK0 zBBImFZXz-gkpbLLt~RvI_RU+?$%q2sIO8mP+3rr;!{*q^ejPAwUzTzLcm2pe9&C$7 z1*iZOpaN8Y3Vc|BEU<&&htK74RDcTnz5@1rC~(7?*aZ5g1B15!z#hVGn0qe)EEWLP z#3m3Cm!))x2*ZaFu&8RkyG;N=+T4-ZW$e#hzg+>Lwt-u{HB^8DM