Frank Hull 🍥 @frankiethull Twitter profile

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Frank Hull 🍥

@frankiethull

6 months

Practical Guide to Applied Conformal Prediction in R P̶y̶t̶h̶o̶n̶ 😏 Spent some time replicating Chapter 7 in R instead of Python today. Using {tidymodels} & {ggplot2}, all in a handy dandy Quarto. #rstats

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Frank Hull 🍥

@frankiethull

5 months

Here's another Julia + R tech stack. Oceananigans.jl fluid dynamics displayed with {rayshader} in R, wave shading? 🌊 All on a single quarto doc 🚀 #TidyTuesday #BYOD

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Frank Hull 🍥

@frankiethull

4 months

All my Python friends never stop by my house ...

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Frank Hull 🍥

@frankiethull

6 months

As someone who studied physics, ex-quant, now leading a DS&A team; I randomly learned about conformal prediction intervals for the first time this year. Applied it & felt like a ML wizard. So excited to dive into this book and deeper into conformal prediction!

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Frank Hull 🍥

@frankiethull

5 months

RStudio IDE is the best Python IDE

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Frank Hull 🍥

@frankiethull

5 months

Me when I was coding this

Frank Hull 🍥

@frankiethull

5 months

Here's another Julia + R tech stack. Oceananigans.jl fluid dynamics displayed with {rayshader} in R, wave shading? 🌊 All on a single quarto doc 🚀 #TidyTuesday #BYOD

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Frank Hull 🍥

@frankiethull

3 months

Yes

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Frank Hull 🍥

@frankiethull

6 months

Given all the requests over the last few days, dropped this repo last night 🎅🏻 Repo includes R code complimenting both Chapters 7 & 8 from Practical Guide to Applied Conformal Prediction ⭐ Topics are Regression, Time Series, & Forecasting 🎄 Enjoy! ☃️

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Frank Hull 🍥

@frankiethull

4 months

I could talk about RStudio IDE, Quarto, Shiny, Python, & R all day long. . But . . .. Have I told you about our new R Shiny app built on a Quarto doc that has a backend using {reticulate} which runs R & Python code dynamically together? 🐍🚀📃🥳

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Frank Hull 🍥

@frankiethull

7 months

And a "few" lines might be an overstatement. In R, using the {probably} library, calibrate your model with ONE line of code. 🔥🤯 probably::int_conformal_quantile(object, train_data, cal_data, level = 0.95, ...)

Valeriy M., PhD, MBA, CQF

@predict_addict

7 months

Yes XGBoost is miscalibrated, but in 2023 anyone can calibrate it with a few lines of code using conformal prediction. #calibration

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Frank Hull 🍥

@frankiethull

6 months

REPO UPDATE 🎉 Check out the new section in Practical Guide to Applied Conformal Prediction in R. This covers importing @nixtlainc 's {statsforecast} python library in R for conformal prediction 🚀 Yes, you can use Python libraries in R, thanks to {reticulate} 🐍

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Frank Hull 🍥

@frankiethull

3 months

All my favorite tools are agnostic or have bindings. I love the fact I can pick up Quarto 📃, Arrow 🏹, Polars 🐻‍❄️ & switch between R, Python, & Julia with no issues. Chaining open source libraries has never been easier.

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Frank Hull 🍥

@frankiethull

10 months

Ok... How does {tidymodels} low-key drop conformal prediction intervals in the {probably} extension? It's literally exactly what I need to add bounds on a xgboost point forecaster. Check out probably::int_conformal_quantile, you'll probably like it #rstats #pydata #posit

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Frank Hull 🍥

@frankiethull

10 months

SO CLEAN 🧽 TidierOrg is truly bringing {tidyverse} to Julia. This week, I tested out Julia on the popular #tidytuesday R repo. The fact is, every R programmer just became a Julia programmer. Unlocking a whole new set of packages for R users. #julialang #rstats #tidierjl

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Frank Hull 🍥

@frankiethull

8 months

Python in Excel is so yesterday R in Google Sheets is so tomorrow

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Frank Hull 🍥

@frankiethull

5 months

The new dashboard tool on @grid_status is so dope! I'm screwing around with a +/- 7 day hourly trend tracker & embedded an AI assistant 🤯, yeah web widgets are supported, even got R working 😂🤫

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Frank Hull 🍥

@frankiethull

1 year

GREAT SAND DUNES NATIONAL PARK 🏜️🏔️ Really impressed with #rayvista this extension package makes #rayshader so easy to use, anyone can make a map. #rstats Created this yesterday in a few minutes using one function. The great sand dunes are an amazing place 🤗 #colorado

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Frank Hull 🍥

@frankiethull

4 months

Waiting for {catboost} to hit CRAN be like:

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Frank Hull 🍥

@frankiethull

3 months

What's this FP vs OOP languages? R vs Python? Both are just API tools for C & Rust

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Frank Hull 🍥

@frankiethull

5 months

R haters are mad they can't do this: ```{r} and = 10 this <- and -> that ```

liz

@inerati

8 months

R is such a good programming language. All of its haters just don’t understand its deep and mysterious power.

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Frank Hull 🍥

@frankiethull

3 months

Devin, create a new OS written in R

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Frank Hull 🍥

@frankiethull

1 year

How to use NHITS, NBEATS, & NBEATSx in R 🎉🎉 If you are interested in Deep Learning in R, check out this implementation. The backend is @nixtlainc 's neuralforecast. Yes, this is Python and R, the love story. #rstats #python #MachineLearning

GitHub - frankiethull/nixtla-r-tutorial: how to use nixtla's neuralforecast (SOTA DL) python...

how to use nixtla's neuralforecast (SOTA DL) python package via R. - frankiethull/nixtla-r-tutorial

github.com

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Frank Hull 🍥

@frankiethull

3 months

{treesnip} is a non-CRAN pkg but jives with the rest of the tidymodels ecosystem. Although not on CRAN, {catboost} is supported in treesnip! Making it easy to split, resample, cv, and add conformal predictions with {probably}

Frank Hull 🍥

@frankiethull

4 months

Waiting for {catboost} to hit CRAN be like:

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Frank Hull 🍥

@frankiethull

6 months

@JosiahParry 😁🎁

GitHub - frankiethull/Practical-Guide-to-Applied-Conformal-Prediction-in-R: Supplemental R Examples...

Supplemental R Examples on Applied Conformal Prediction. These examples follow Practical Guide to Applied Conformal Prediction in Python, but for R. - GitHub - frankiethull/Practical-Guide-to-Appl...

github.com

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Frank Hull 🍥

@frankiethull

1 year

BOB ROSS COLORS 🎨 I created an algo to scrape blended colors from all 403 Bob Ross painting episodes. Data vizzers can finally feel like painters. 📈🖌️ Comes with two scale functions for ggplot2! #rstats #tidytuesday #ggplot2 #dataviz

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Frank Hull 🍥

@frankiethull

6 months

Here's my Julia solution for Day One of #AdventOfCode Using {TidierData} 🧽 which looks and feels like {dplyr}🔧, making my initial statements, "I refuse to use R for AOC", carry little weight. 😅 Will try a language/syntax I'm less familiar with for the next challenge.

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Frank Hull 🍥

@frankiethull

1 year

What is your preferred date format? Below, I'll explain why Excel's date format (wtf) should be international standard 👇🏻 🧵 1/44999 #rstats #pydata #excel

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Frank Hull 🍥

@frankiethull

3 months

🙌🏻 Initial testing showed a 4x speed improvement with a simple engine swap

Valeriy M., PhD, MBA, CQF

@predict_addict

3 months

@frankiethull The best combo of all times = CatBoost + CP!

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Frank Hull 🍥

@frankiethull

6 months

It's time for your 2024 New Year's Resolutions 🫠

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Frank Hull 🍥

@frankiethull

8 months

I've read tons of Wind Power Forecasting whitepapers, benchmarking novelty neural net solutions with shotty results in production. Within a few minutes one can train a constrained xgboost with conformal calibration and get better results. ... Spooky!

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Frank Hull 🍥

@frankiethull

8 months

❗New Package Alert❗ {alertr} is a R package that has a single function called alert‼️ This is an audio alert which plays the infamous Metal Gear Solid 'alert' noise‼️ Add it to a for loop, if-statement, ML tuning, or whatever! devtools::install_github("frankiethull/alertr")

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Frank Hull 🍥

@frankiethull

2 years

#TidyTuesday #rstats #dataviz #ggplot2 Had fun putting together my first TidyTuesday. Thank you @Emil_Hvitfeldt for the dataset! Leveraged ggthemes, ggdark, & wesanderson to come up with a fresh new look. A "FiveThirtyEight & DARJEELING LIMITED met in the dark", theme.

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Frank Hull 🍥

@frankiethull

5 months

If only I had a pair of khakis everytime I've been offered a $20k raise to work in a beige ass place just to spend the $20k at BetterHelp

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Frank Hull 🍥

@frankiethull

10 months

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Frank Hull 🍥

@frankiethull

5 months

@vanessainstem Could've wrote this simpler: import farm farm.plant_attention_seeds() farm.fertilize_with_controversy() farm.harvest_likes_and_comments() print(farm.engagement_level()) # Output: >>> "Thriving!"

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Frank Hull 🍥

@frankiethull

9 months

It's always fun bridging open source libraries 🌉 This one involves simulating fluid dynamics in Julia and visualizing the results in R. Waterlily.jl + rayshader, a perfect combo for unlimited #dataviz fun? I think so.. 🌊☀️

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Frank Hull 🍥

@frankiethull

3 months

All packages were installed with no issues

Jordi Rosell ([email protected])

@jrosell

3 months

Show me you are an R developer without showing me any R code.

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Frank Hull 🍥

@frankiethull

6 months

2023 was full of suspense, LLM races, new TV series, OpenAI drama. But tbh my most watched topic of the year was lightGBM, XGBoost, and CatBoost struggling to pass CRAN checks. #rstats #multithreading #trees

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Frank Hull 🍥

@frankiethull

5 months

@merm_bot

Mwavu

@kennedymwavu

5 months

@jrosell @rajabedu but have you built multipage apps using {ambiorix}, Jordi?

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Frank Hull 🍥

@frankiethull

3 months

@nixtlainc always doing solid work 😤 Didn't realize nixtlaverse accepts polars data frames 🤯

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Frank Hull 🍥

@frankiethull

2 years

Catching up on #TidyTuesday 's! Went a different route on {babynames} via @hadleywickham . Ever wonder why 'Jessica' is more likely friends with 'Sarah'? Why is mom hanging out with 'Donna' all the time? They may follow similar popularity windows 🤫😉 #rstats #dataviz #ggplot2

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Frank Hull 🍥

@frankiethull

5 months

Always felt {dplyr} only supports Australian & American English. Finally! A British English version called {dnippers} 🍮🍮🍮

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Frank Hull 🍥

@frankiethull

5 months

Python coders be like:

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Frank Hull 🍥

@frankiethull

2 years

Had wayyy too much fun this morning with: 1) movie scripts, 2) sentiment, & 3) stream plots. Here, I explored the word-emotion streams of A NEW HOPE then labeled a few 'anomaly scenes'. Those scenes also stood out to me as a kid! #dataviz #rstats #StarWars #ggplot2 #tidyverse

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Frank Hull 🍥

@frankiethull

2 years

#tidytuesday #rstats #ggplot2 #PrettyCols Explored the Bigfoot spottings today. Obviously pop culture plays a role. But I have a suspicion about geospatial applications and the disappearance of Big Foot.

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Frank Hull 🍥

@frankiethull

3 months

What is confusing about pipes in R?

Matt Harrison

@__mharrison__

2 years

What is confusing about lambdas in Python?

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Frank Hull 🍥

@frankiethull

1 year

#TidyTuesday #byod #rstats Exploring the CONSOLE MOUNTAINS! Toying with sales data, visualized as terrain. #ggplot2 #playstation

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Frank Hull 🍥

@frankiethull

4 months

#rstats #julialang

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Frank Hull 🍥

@frankiethull

2 years

#TidyTuesday #rstats #ggplot2 So many characters & traits this week! A few filter layers on notable characters & trait counts; removing highly correlated traits; w/ a finale of parsing down to what I'd call 'heroes' and 'prevalent' traits via PCA; Here's a guide to heroism:

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Frank Hull 🍥

@frankiethull

1 year

Check out this week's R for Data Science, it's a happy little dataset 🎨🧑🏻‍🎨 #rstats #TidyTuesday #dataviz

Martijn van Bloois

@Prancke

1 year

This week we look at paintings by Bob Ross!! #TidyTuesday No mistakes, only happy accidents. Special thanks to @jdwlbr for the data Special thanks to @frankiethull for {BobRossColors} Code: #R4DS #RStats #DataViz #DataVisualization

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Frank Hull 🍥

@frankiethull

5 months

Hold it together, Texas. I want my job to be easy next week. 🤞🏻 Would also be interesting to see N1 contingencies, i.e. a DA committed CC trips offline in RT, where does the reserve margin go to and will that trigger an ORDC event.

Grid Status

@grid_status

5 months

With cold hazards approaching next week, we built a dashboard to track the forecasted impact on load & renewable generation in ERCOT With 80 GW+ forecasted loads, a record winter demand could be on the way Follow the live updating current forecast here:

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Frank Hull 🍥

@frankiethull

6 months

original post:

Frank Hull 🍥

@frankiethull

6 months

Practical Guide to Applied Conformal Prediction in R P̶y̶t̶h̶o̶n̶ 😏 Spent some time replicating Chapter 7 in R instead of Python today. Using {tidymodels} & {ggplot2}, all in a handy dandy Quarto. #rstats

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Frank Hull 🍥

@frankiethull

6 months

@predict_addict @mdancho84 @topepos @VincentAB Hopefully useful to compare to the ipynb! I highlight {tidymodels} and {probably} for Chapter 7. For Chapter 8, provide a quick ts solution in {fable} (shout-out to @robjhyndman ) then switch over to {modeltime} workflow. I need to look into {marginaleffects} a bit more!

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Frank Hull 🍥

@frankiethull

6 months

@JosiahParry Tidier.jl makes the switch pretty easy too 🙌🏻

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Frank Hull 🍥

@frankiethull

2 years

Hope I make it to 40,000 ft! FB's Prophet would say it is likely 🤓🤞

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Frank Hull 🍥

@frankiethull

6 months

Julia put me in an awkward situation

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Frank Hull 🍥

@frankiethull

6 months

Sierra Blanca Massif in CO 🏔️ Created in R using {rayshader} Absolutely love these mountains 🖤 Just south of the Great Sand Dunes, Blanca Peak watches over the San Luis Valley with it's massif friends

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Frank Hull 🍥

@frankiethull

5 months

Anytime @predict_addict hears the word "Bayesian" 😂

Valeriy M., PhD, MBA, CQF

@predict_addict

5 months

Facebook prophet tries to do forecasting. #timeseries #forecasting

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Frank Hull 🍥

@frankiethull

2 years

@WeAreRLadies @c895radio Very cool idea! I see my hometown @917WEEM , this dataset just went full circle 🙂

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Frank Hull 🍥

@frankiethull

1 year

I've been using @maxk 's @grid_status for a minute. The open source GitHub project, the website, and API. Whether it be monitoring or forecasting. MISO is trending toward their monthly peak today. Yet what sticks out is bad meter data. This is just the surface of ISO data issues

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Frank Hull 🍥

@frankiethull

5 months

@futurecarcass They are popular in coastal cities

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Frank Hull 🍥

@frankiethull

1 year

GLORIOUS! Combining movie poster and screenplay information for a full-on Glorious data visualization. #rstats #movieposter #ggplot2 #imgpalr #ggimage #ggglorious

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Frank Hull 🍥

@frankiethull

6 months

@WallSt_SunTzu I'm already running tidymodels workflows in production. If someone is already doing tidy modeling in R & wants conformal prediction intervals on their points preds, it's just one extra line of code. Tidymodels is a prerequisite for these. Info here:

Tidy Modeling with R

The tidymodels framework is a collection of R packages for modeling and machine learning using tidyverse principles. This book provides a thorough introduction to how to use tidymodels, and an...

www.tmwr.org

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Frank Hull 🍥

@frankiethull

6 months

@RandVegan |> plus JetBrains Mono font is 🔥

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Frank Hull 🍥

@frankiethull

4 months

Sometimes presentation slides just lack something special. Then this week I switched from PowerPoint to Revealjs --holy sh💩t --, like you can just put an interactive plotly object in a slide deck. 🤯🥳 All on a single Quarto doc! 📃🚀

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Frank Hull 🍥

@frankiethull

5 months

Will also be interested to see the resulting NG prices, if pipelines bottleneck @maxk

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Frank Hull 🍥

@frankiethull

9 months

@0xgaut @tylermorganwall - author of {rayshader} spatial library in R. The images shown look to be from @researchremora & the website tagged looks like work of @MrPecners

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Frank Hull 🍥

@frankiethull

5 months

👀 & file extension for #mojolang is literally a 🔥 emoji People aren't ready to code `endswith('.🔥')` !

Karandeep Singh

@kdpsinghlab

5 months

👀 Based on the cadence of Mojo releases and the lack of a new version this past week, I’m predicting the next version of #MojoLang will be open-sourced, hopefully on an MIT License.

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Frank Hull 🍥

@frankiethull

4 months

Listen... I was just trying to bring balance 😅🤣

Frank Hull 🍥

@frankiethull

5 months

Me when I was coding this

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Frank Hull 🍥

@frankiethull

2 years

Would like to announce the release of an experimental pkg! This pkg has one goal. Web scrape daily gas pricing PNGs & convert the image pixels into tabular time series data. #rstats #datascience @aachmano

GitHub - frankiethull/gasify: 'gasify' is a tool that webscrapes 3rd party PNGs & converts image...

'gasify' is a tool that webscrapes 3rd party PNGs & converts image pixels into tabular datasets - frankiethull/gasify

github.com

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Frank Hull 🍥

@frankiethull

1 year

Hey @mdancho84 - Any plans to integrate {nixtla} with {modeltime}? Specifically N-BEATS & N-HiTS. I can be a tester 🤗😁

nixtla

@nixtlainc

1 year

🎉 We are thrilled to announce the release of the latest version of mlforecast a #Python library for Scalable #machinelearning 🤖 for #timeseries #forecasting 🚀 This version comes with exciting new features that are sure to make forecasting even more efficient and accurate 🧵

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Frank Hull 🍥

@frankiethull

6 months

Just a reminder to new followers, I created a pkg that plays the MGS infamous `alert!` sound. Three ways to use: 1) add it to a model tuning routine 2) modify your RING motion sensor sound 3) place on your coworkers' task scheduler when they step away

GitHub - frankiethull/alertr: alertr has one function for alerting the user when a routine is...

alertr has one function for alerting the user when a routine is complete (or has issue) - GitHub - frankiethull/alertr: alertr has one function for alerting the user when a routine is complete (or...

github.com

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Frank Hull 🍥

@frankiethull

10 months

@suchenzang Ohhhh, API stands for 'A' 'P'ortal to the 'I'nternet

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Frank Hull 🍥

@frankiethull

10 months

@DeepaliKank Check out case_match 🙌🏻 I haven't used it yet but someone mentioned a few weeks ago & thought I'd share.

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Frank Hull 🍥

@frankiethull

10 months

Motivation:

Valeriy M., PhD, MBA, CQF

@predict_addict

10 months

You would not use spoon 🥄 as a fork 🍴 or a knife. Why would data scientists try to use forecasting to solve anomaly detection problems. This is so wrong. Anomaly detection is an own domain that has its own methods. One of the pitfalls of #datascientists is trying to treat

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Frank Hull 🍥

@frankiethull

10 months

@maxk Excel & Energy are stuck in a symbiotic relationship

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Frank Hull 🍥

@frankiethull

6 months

Thought it was a joke but Taylor Swift does hold pens weird

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Frank Hull 🍥

@frankiethull

5 months

@MatejKorvin That post is old news (2021). They finally became reputable in the Python world with the name rebrand. Jokes aside, I'm all for it

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Frank Hull 🍥

@frankiethull

10 months

Let me know when and where 🚀 I came across STUMPY last week thanks to @predict_addict . Was just about to {reticulate} it for testing in R. Was checking if someone already had but found zilch.

Sean Law 🇨🇦

@seanmylaw

4 years

@Rami_Krispin When can we work together on a tutorial to wrap STUMPY with Reticulate?! 😋

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Frank Hull 🍥

@frankiethull

5 months

@merm_bot For those that don't know what $ are, dude just won 8 vanilla lattes

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Frank Hull 🍥

@frankiethull

9 months

Born too late to explore earth, born too early to explore the galaxy. But just in time to maintain Excel spreadsheets @msexcel

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Frank Hull 🍥

@frankiethull

5 months

@cameron_pfiffer The fact your toes are in the photo makes me hope @MatthewBJane beats the bayes out of you

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Frank Hull 🍥

@frankiethull

6 months

@MatejKorvin @nixtlainc Never. Us language flirtationists can't "just use python"

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Frank Hull 🍥

@frankiethull

1 year

@mdancho84 @Victor_Rente7 import streamlit as shiny 😎

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Frank Hull 🍥

@frankiethull

1 year

@Elmedicobrujo Looks like a framable art piece in itself 👌🏻

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Frank Hull 🍥

@frankiethull

5 months

@predict_addict Using the bragged tree model I see

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Frank Hull 🍥

@frankiethull

3 months

Get rid of DST & Leap Years! Every New Years just adjust the clock forward 6 hours 🥳

vitalik.eth

@VitalikButerin

3 months

Abolish daylight savings time.

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Frank Hull 🍥

@frankiethull

6 months

Won't be low-key for much longer! 🔥🔥🔥 More information about conformal prediction intervals via {tidymodels} just posted: 🔥🔥🔥

Conformal Inference with Tidymodels - posit::conf(2023)

Presented by Max KuhnConformal inference theory enables any model to produce probabilistic predictions, such as prediction intervals. We'll demonstrate how t...

www.youtube.com

Frank Hull 🍥

@frankiethull

10 months

Ok... How does {tidymodels} low-key drop conformal prediction intervals in the {probably} extension? It's literally exactly what I need to add bounds on a xgboost point forecaster. Check out probably::int_conformal_quantile, you'll probably like it #rstats #pydata #posit

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Frank Hull 🍥

@frankiethull

6 months

@krispeyron @JosiahParry @brodriguesco

Karandeep Singh

@kdpsinghlab

6 months

Two big updates: 1. Tidier.jl comes with a new README introducing the package. Also includes an FAQ: - Why should Julia users look at Tidier.jl? - Is Tidier.jl intended for R users? - Which functions are re-exported? - How to install/update it?

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Frank Hull 🍥

@frankiethull

7 months

Project LaMb, my little local AI assistant, small enough for a Raspberry PI. 🐑 Localized LLMs are getting easier to build by the day. It's unreal how easy it is to create an AI assistant that speaks and listens! Pairing {whisper} 👂, {gpt4all} 🤖, and {pyttsx3} 🗣️

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Frank Hull 🍥

@frankiethull

4 months

Is R a real programming language?

Yes

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Frank Hull 🍥

@frankiethull

10 months

@data_question apply() yourself

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Frank Hull 🍥

@frankiethull

10 months

Always impressed with @maxk 's products 🎉 Demystifying energy industry data for the folks who need it most 💡

Grid Status

@grid_status

10 months

Did you know you can now download any data you see on Grid Status? It's as easy as finding your favorite graph and clicking the download button. Try it yourself:

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Frank Hull 🍥

@frankiethull

1 year

#TidyTuesday #coffee Exploring a 2020 dataset with newer tools. First time using #gt #patchwork #monochromeR combined with #PrettyCols and my go-to #ggplot2 . Was able to insert a bunch of "☕" using #emo package 😅! Code/Quarto on GitHub #rstats #quartopub

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Frank Hull 🍥

@frankiethull

4 months

HOT TAKE: if you need to debug code just hop into a lucid dream rq

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Frank Hull 🍥

@frankiethull

10 months

@predict_addict @mdancho84 I think conformal was added in the June release. But @topepos may be able to elaborate.

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Frank Hull 🍥

@frankiethull

8 months

@TimTeaFan from siuba import case_when

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Frank Hull 🍥

@frankiethull

1 year

@gshotwell @mdancho84 @Victor_Rente7 Tbh, I've never used streamlit. I just add shiny to YAMLs on quarto docs and find that's easiest for me.

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Frank Hull 🍥

@frankiethull

2 years

#rstats #dataviz #maps Exploring 1.5GB of military missions in SE Asia. Filtering down to 'Laos' & 'Airstrike'. Can see here the USA bombed Laos at a rate of nearly one bomb per second for 9 years. . . Thanks for sending me down the rabbit hole, @WilliamTchuggs . #defundtheCIA

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Frank Hull 🍥

@frankiethull

4 months

@kdpsinghlab @Kyle_Ireton 💯 I've been doing the same but with qmd files! There is a new dashboard section on the Quarto website with a few examples

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