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Alan Feder - The Good, the Bad & the Shiny: A Data Scientist's Guide to Choosing Python Web App FWKs
For information on upcoming conferences, visit www.rstats.ai.
The Good, the Bad, and the Shiny: A Data Scientist's Guide to Choosing Python Web App Frameworks by Alan Feber
Presentation Slides: rstatsnyc.blob.core.windows.net/misc/The-Good-the-Bad-and-the-Shiny-A-Data-Scientists-Guide-to-Choosing-Python-Web-App-Frameworks_Alan-Feder.pdf
Abstract: Shiny has long been the go-to for data scientists creating web applications in R, but Python offers a plethora of alternatives that can be overwhelming to choose from. This talk will demonstrate the creation of a single application using three popular Python tools: PyShiny, Streamlit, and Gradio. We'll explore the strengths and weaknesses of each framework, through a live demonstration of each. This comparison will provide you with a practical roadmap for selecting the ideal Python web app framework to suit your specific data science projects.
Apps that were demoed during the talk:
-Streamlit (www.alanfeder.com/dcr_rag/streamlit_lite.html)
-Gradio (huggingface.co/spaces/AlanFeder/RGov_Gradio_App_-_Better_Chat)
-Shiny (www.alanfeder.com/dcr_rag/shinylive1/)
-HTML (www.alanfeder.com/dcr_rag/html_app.html)
Bio: Alan Feder has been a data scientist for over a decade, working with machine learning, AI, and statistics. He works as a Staff LLM Data Scientist for Magnifi by TIFIN, where he uses large language models to build an AI Copilot for investments. Alan also works as a freelance AI & educational consultant where he bridges the gap between state-of-the-art research and practical applications. Outside of work, Alan enjoys family time with his wife and two children in Potomac, MD.
Twitter: AlanFeder
Presented at the 2024 Government & Public Sector R Conference (October 30, 2024)
Hosted by Lander Analytics (www.landeranalytics.com)
มุมมอง: 64

วีดีโอ

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Rachel Gidaro - An Introduction to Estimation and Comparison of Discrete Variate Time Processes
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Jessica Klein -The Role of R in Census Bureau Data Reporting
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William E. J. Doane - Text Explorer
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Will Angel - Wrangling Data with DuckDB
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Travis Knoche - Serving Your Own Local LLM for Internal, Secure GenAI
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ความคิดเห็น

  • @josiahparry
    @josiahparry 4 วันที่ผ่านมา

    👏🏼👏🏼👏🏼

  • @temitopeerinfolami3358
    @temitopeerinfolami3358 9 วันที่ผ่านมา

    Starts 10:09

  • @fburton8
    @fburton8 14 วันที่ผ่านมา

    Love how the audience rhubarb grows.

  • @carvalhoribeiro
    @carvalhoribeiro 17 วันที่ผ่านมา

    Great explanation. Thanks for sharing this

  • @jacobclinton9849
    @jacobclinton9849 หลายเดือนก่อน

    What is the likelihood for BART. He talked about the priors, but not the likelihood.

  • @davidmacro1987
    @davidmacro1987 2 หลายเดือนก่อน

    To comment on a small aside on R's annoying behavior relating the final comma: the rlang package introduces the list2 function that does allow for trailing comma's in lists. I often find myself replacing list with list2 just to avoid runtime errors. Of course, it would've been nice if this was supported throughout the language natively.

  • @adamsaffron6721
    @adamsaffron6721 2 หลายเดือนก่อน

    Where can one find the Puppeteer chrome extension at 40:52? I only see the Puppeteer IDE extension.

  • @ROCKSTEADY-oe9zf
    @ROCKSTEADY-oe9zf 3 หลายเดือนก่อน

  • @dut1010
    @dut1010 3 หลายเดือนก่อน

    Need more honest people like her

  • @justinjtownsend
    @justinjtownsend 3 หลายเดือนก่อน

    Thanks for posting the recorded talk, I finally got around to listening to Jeff, it was really informative. 🙏

  • @rexevan6714
    @rexevan6714 3 หลายเดือนก่อน

    Great Talk.

  • @Mr.Wealth-pp4bd
    @Mr.Wealth-pp4bd 4 หลายเดือนก่อน

    Please I would like to know if Principal Component Analysis (PCA) was incoporated into the CMP regression model and also the rate parameter being null,is there an explanation for that . I am currently using this model for my project and i am finding it difficult to estimate the lambda. I asked of the PCA because my outputs are that variable despite me not using anything of like that. I am very happy to come across this video of yours and would be super excited to receive a feedback from you . Thank you very much prof. (Livingstone is my name please)

  • @Mr.Wealth-pp4bd
    @Mr.Wealth-pp4bd 4 หลายเดือนก่อน

    Thank you very much for the explanations professor

  • @musicspinner
    @musicspinner 4 หลายเดือนก่อน

    Wish I saw this 5 years ago. Dang. 👌

  • @michaelgurkov3093
    @michaelgurkov3093 4 หลายเดือนก่อน

    Very good talk, thanks! Are the links from the presentation (or the presentation itself) available?

  • @tawandarazika
    @tawandarazika 4 หลายเดือนก่อน

    Thank you for an catching me up on the past 15 years of R. I look forward to begin a part of the community for the next 15+ years

  • @angelaperks6777
    @angelaperks6777 5 หลายเดือนก่อน

    Why does she keep sniggering like its funny. Dont disagree with her but it was hard to listen to, remembering the calls of those stuck inside begging for help. She needs to sound more serious not like she's selling it.

  • @twentytwentyeight
    @twentytwentyeight 5 หลายเดือนก่อน

    I have got to make it to a Lander conference before Dr. G decides to retire ❤ huge huge fan Thank you for posting

  • @istvan727
    @istvan727 5 หลายเดือนก่อน

    thank you!

  • @CampusCrusadeforChristInte-d2s
    @CampusCrusadeforChristInte-d2s 5 หลายเดือนก่อน

    Can I get the mathematics behind this model?

  • @trevorschrotz
    @trevorschrotz 5 หลายเดือนก่อน

    Excellent

  • @nelsonndegwa796
    @nelsonndegwa796 5 หลายเดือนก่อน

    Awesome stuff!

  • @jimcallahan448
    @jimcallahan448 5 หลายเดือนก่อน

    Embedded in time is a remarkable generalization range from a survey in a morning or afternoon, a coin flip or a sporting event (the last example). I would say the sporting event has a "historical context" but that is more specific (narrower) than time.

  • @nikitapanasenko8303
    @nikitapanasenko8303 5 หลายเดือนก่อน

    d umb, d isgusting, w hore

  • @michaeladams4999
    @michaeladams4999 6 หลายเดือนก่อน

    ARM is awesome

  • @MichaelVandekolk
    @MichaelVandekolk 6 หลายเดือนก่อน

    I Sarah i apologize i was experiencing extreme trauma rape kidnapped prayed over to become satanic ritual abuse Freemasonry Gaddafi jeezelbel Ahab pharoah Satan surveillance oberlin ordered me to go to the 1990ksm terrorist meeting i apologize for neing rude to you

  • @khalidbaabad8119
    @khalidbaabad8119 7 หลายเดือนก่อน

    Should I put the xaringan function in the YAML!?

  • @ricardopietrobon1222
    @ricardopietrobon1222 7 หลายเดือนก่อน

    Outstanding presentation!! Just too bad that the slides were not matching the talk

  • @instantammo9747
    @instantammo9747 7 หลายเดือนก่อน

    Awesome talk! Thanks for sharing.

  • @shermanlittle6312
    @shermanlittle6312 7 หลายเดือนก่อน

    Promo*SM

  • @charleydublin7304
    @charleydublin7304 8 หลายเดือนก่อน

    Excellent presentation

  • @khaledf3977
    @khaledf3977 8 หลายเดือนก่อน

    pretty smart and glowing The charts 😊

  • @jasonglidewell2324
    @jasonglidewell2324 8 หลายเดือนก่อน

    Did she go to indiana state think might meet her in 90s

  • @Sylappan
    @Sylappan 8 หลายเดือนก่อน

    My new website name is SlideCraft Solutions

  • @roseparkinson2044
    @roseparkinson2044 8 หลายเดือนก่อน

    psych student reading a cognitiive paper, you just 6.41 saved my soul from breaking <3

  • @ffffit
    @ffffit 9 หลายเดือนก่อน

    Studied Stats with The Gelman 14 years ago, and still miss it to this day, so I came here to relive the feeling. Legend.

  • @70ChevelleSS454
    @70ChevelleSS454 9 หลายเดือนก่อน

    Everyone needs to learn about what Sarah is doing and how she’s being throttled and censored! Share anything you find with her. Try finding Sarah on the Shawn Ryan Show, good luck.

  • @NicoloDiaz-q7t
    @NicoloDiaz-q7t 9 หลายเดือนก่อน

    💖

  • @CaribouDataScience
    @CaribouDataScience 10 หลายเดือนก่อน

    That is Dr Daniel to you😮

  • @wowyathink5982
    @wowyathink5982 10 หลายเดือนก่อน

    Saw Sarah on The Shawn Ryan show and was enamored. This is woman is highly intelligent and knows her stuff. She’s also not afraid to say a lot of things that everyone else is. If she sees something wrong, she speaks up and doesn’t give a damn who doesn’t like it. People like her are a part of the very few that still give me faith in our government.

    • @twentysecondcenturywoman
      @twentysecondcenturywoman 5 หลายเดือนก่อน

      Same here. Bought her book and have been trying to find other podcasts about her talking about Benghazi. I’m obsessed

  • @CanDoSo_org
    @CanDoSo_org 11 หลายเดือนก่อน

    Thanks David. Could you please also make a tutorial of Copilot for Rstudio since copilot is available in Rstudio.

  • @edmundblair6113
    @edmundblair6113 11 หลายเดือนก่อน

    Promo-SM

  • @JOHNSMITH-ve3rq
    @JOHNSMITH-ve3rq 11 หลายเดือนก่อน

    Some concrete examples might have made it far more interesting….

  • @hugowesley4074
    @hugowesley4074 ปีที่แล้ว

    09:00 starts here

  • @transportation-talk
    @transportation-talk ปีที่แล้ว

    Great presentation! What about mapview?

    • @JaredLander
      @JaredLander 11 หลายเดือนก่อน

      Mapview is great, but to me it is mostly a wrapper around leaflet, so I just went for the lower level API.

  • @cbxxxbc
    @cbxxxbc ปีที่แล้ว

    Or did the damn randomisation correctly 😅

  • @cbxxxbc
    @cbxxxbc ปีที่แล้ว

    belgian beer and andrew gelman on the shelve :)

  • @bennguyen1313
    @bennguyen1313 ปีที่แล้ว

    I'd like to plot data from a csv file, but allow the user to select which series to show. The plot would autoscale accordingly. Unfortunately, I haven't seen any off-the-shelf solutions for this.. perhaps csv-plot and plotjuggler being the closest. So looking to learn how to program this (unsucessful with chat-gpt).. so was wondering what might be the easiest for a beginner? Javascript seems to have (by far) the most charting libraries (ggplot, Observable, D3, plotly.js etc), but python has gnuplot-py, matplotlib. In the end, I need to chart *AND* have a gui that allows the data to be selectively shown or not!

  • @ZachRenwickData
    @ZachRenwickData ปีที่แล้ว

    Very cool!

  • @JOHNSMITH-ve3rq
    @JOHNSMITH-ve3rq ปีที่แล้ว

    Poor dude looking at nothing not able to talk for 10 minutes hurts man