Quarto

Quarto Live: WebAssembly powered data science learning | pyOpenSci

How Quarto Live Brings Code to Life in the Browser! Quarto Live takes interactive coding & publishing to the next level with WebAssembly-powered execution—run Python & R right in the browser, no setup needed! Real-time code execution without servers ️ Dynamic exercises & instant feedback for learners Full integration with Quarto for publishing & sharing Works on any device—even mobile! Watch as George Stagg (Posit) who develops and works on Quarto Live breaks down how it works & why it matters! ----------------------------- CHAPTERS 00:00:00 Intro 00:01:00 What is Quarto? 00:03:15 Add functionality to Quarto with extensions 00:03:30 Quarto and other interactive technologies like pyodide and web assembly 00:06:03 Web assembly powers interactive data science in the browser 00:07:53 How to use Quarto Live to create your own online interactive data science environment with Quarto 00:13:24 Create interactive data science enviornments for mobile 00:14:27 Demo interactive data science activities using quarto and quarto live 00:16:38 Wrap up and summary! -------------------------------- pyOpenSci makes learning open source and open science concepts easier. LEARN PYTHON PACKAGING Build a pure Python package tutorial: https://www.pyopensci.org/python-package-guide/tutorials/intro.html Explore packaging tools & best practices: https://www.pyopensci.org/python-package-guide/ 🤝 SCIENTIFIC PYTHON SOFTWARE REVIEW Learn how peer review works: https://www.pyopensci.org/software-peer-review/ Check out our peer-reviewed packages: https://www.pyopensci.org/python-packages.html We partner with the Journal of OpenSource Software and other communities - learn more: https://www.pyopensci.org/software-peer-review/partners/scientific-communities.html Get Involved Submit your packagei for review: https://github.com/pyopensci/software-submission/ ‍️ pyOpenSci governance: https://www.pyopensci.org/governance/ Connect with pyOpenSci pyopensci.org 🦣 fosstodon.org/@pyOpenSci 🦋 bsky.app/profile/pyopensci.bsky.social www.linkedin.com/company/pyopensci ABOUT pyOpenSci pyOpenSci is an inclusive and vibrant community of practice that breaks down technical and social open source barriers. promotes open and reproducible research through peer-review of scientific Python packages. Through peer review, education, and community support, we help make scientific Python software more accessible, citable, and impactful. Join our community & level up your open source game and support open science! #pyopensci #opensource #openscience

George Stagg

It's All About Perspective: Making a Case for Generative Art - posit::conf(2023)

Presented by Meghan Santiago Harris This talk explores how to create art in the R language while highlighting some similarities between the skills required for creating generative art and those needed to perform data science tasks in R. Because the field of data science is inherently task-oriented, it is no wonder that most people struggle to see the utility of generative art past the bounds of a casual hobby. This talk will invite the participant to learn about generative art while focusing on ""why"" people should create it and its potential place in data science. This talk is suitable for all disciplines and artistic abilities. Furthermore, this talk will aim to expand the participant's perspective on generative art with the following concepts: - What is generative art and how can it be created in R or Python - Justifications for generative art within Data Science - Examples of programming skills that are transferrable between generative art and pragmatic data science projects Materials: - Link to the talk repo: https://github.com/Meghansaha/a_case_for_genart - Link to the slides: https://meghansaha.github.io/a_case_for_genart/#/title-slide - Link to the artpack package site: https://meghansaha.github.io/artpack/ - Personal Site: https://thetidytrekker.com/ Presented at Posit Conference, between Sept 19-20 2023, Learn more at posit.co/conference. -------------------------- Talk Track: Developing your skillset; building your career. Session Code: TALK-1109

A hacker's guide to open source LLMs - posit::conf(2023)

Presented by Jeremy Howard In this deeply informative video, Jeremy Howard, co-founder of fast.ai and creator of the ULMFiT approach on which all modern language models (LMs) are based, takes you on a comprehensive journey through the fascinating landscape of LMs. Starting with the foundational concepts, Jeremy introduces the architecture and mechanics that make these AI systems tick. He then delves into critical evaluations of GPT-4, illuminates practical uses of language models in code writing and data analysis, and offers hands-on tips for working with the OpenAI API. The video also provides expert guidance on technical topics such as fine-tuning, decoding tokens, and running private instances of GPT models. As we move further into the intricacies, Jeremy unpacks advanced strategies for model testing and optimization, utilizing tools like GPTQ and Hugging Face Transformers. He also explores the potential of specialized datasets like Orca and Platypus for fine-tuning and discusses cutting-edge trends in Retrieval Augmented Generation and information retrieval. Whether you're new to the field or an established professional, this presentation offers a wealth of insights to help you navigate the ever-evolving world of language models. (The above summary was, of course, created by an LLM!) For the notebook used in this talk, see https://github.com/fastai/lm-hackers. Presented at Posit Conference, between Sept 19-20 2023, Learn more at posit.co/conference. -------------------------- Talk Track: Notebooks+LLMs may just be the future of coding. Session Code: KEY-1107

Why RStudio is now Posit (J.J. Allaire | Posit CEO) - KNN Ep. 158

Today, I had the pleasure of interviewing J.J. Allaire. J.J. is the founder of RStudio and the creator of the RStudio IDE. He is an author of several packages in the R Markdown publishing ecosystem including rmarkdown, flexdashboard, learnr, and distill, and also worked extensively on the R interfaces to Python, Spark, and TensorFlow. J.J. is now leading the Quarto project, which is a new Jupyter-based scientific and technical publishing system. In this episode, we learn about why RStudio has now repositioned itself as Posit, how it maximizes its open-source nature as a B Corp, and how J.J. as an open-source advocate views the private nature of many LLMs. I really enjoyed this conversation, and I hope you will as well! Posit - https://posit.co/ Podcast Sponsors, Affiliates, and Partners: - Pathrise - http://pathrise.com/KenJee | Career mentorship for job applicants (Free till you land a job) - Taro - http://jointaro.com/r/kenj308 (20% discount) | Career mentorship if you already have a job - 365 Data Science (57% discount) - https://365datascience.pxf.io/P0jbBY | Learn data science today - Interview Query (10% discount) - https://www.interviewquery.com/?ref=kenjee | Interview prep questions Listen to Ken's Nearest Neighbors on all the main podcast platforms! On Apple Podcasts: https://podcasts.apple.com/us/podcast/kens-nearest-neighbors/id1538368692 (Please rate if you enjoy it!) On Spotify: https://open.spotify.com/show/7fJsuxiZl4TS1hqPUmDFbl On Google: https://podcasts.google.com/feed/aHR0cHM6Ly9mZWVkcy5idXp6c3Byb3V0LmNvbS8xNDMwMDQxLnJzcw?sa=X&ved=0CAMQ4aUDahcKEwjQ2bGBhfbsAhUAAAAAHQAAAAAQAQ MORE DATA SCIENCE CONTENT HERE: My Twitter - https://twitter.com/KenJee_DS LinkedIn - https://www.linkedin.com/in/kenjee/ Kaggle - https://www.kaggle.com/kenjee Medium Articles - https://medium.com/@kenneth.b.jee Github - https://github.com/PlayingNumbers My Sports Blog - https://www.playingnumbers.com ️ 66DaysOfData Discord Server - https://discord.com/invite/4p37sy5muZ

Quarto

Resources tagged Quarto#

Quarto Live: WebAssembly powered data science learning | pyOpenSci

Create slideshows with Markdown & Python Code! (Quarto Tutorial)

Real-World Python Dashboard Project w/ Quarto! (Airbnb Review Analysis)

Fastest way to Convert Jupyter Notebooks into Analytics Reports! (using Quarto)

Hadley Wickham on R vs Python

779: The Tidyverse of Essential R Libraries and their Python Analogues — with Dr. Hadley Wickham

You Can Lead a Horse to Water...Changing the Data Science Culture for Veterinary Scientists

Why You Should Stop Networking and Start Making Friends - posit::conf(2023)

Why You Should Add Logging To Your Code (and make it more helpful) - posit::conf(2023)

What's New in the Torch Ecosystem - posit::conf(2023)

What's New in Quarto?* - posit::conf(2023)

What I Wish I Knew Before Becoming a Data Scientist - posit::conf(2023)

What an Early 2000s Reality Show Taught Me about File Management - posit::conf(2023)

We Converted our Documentation to Quarto - posit::conf(2023)

Visualizing Data Analysis Pipelines with Pandas Tutor and Tidy Data Tutor - posit::conf(2023)

Validating and Testing R Dataframes with Pandera via reticulate - R-Python Interoperability

Using R, Python, and Cloud Infrastructure to Battle Aquatic Invasive Species - posit::conf(2023)

Using R with Databricks Connect - posit::conf(2023)

Using R to develop production modeling workflows at Mayo Clinic - posit::conf(2023)

Using Data to Protect Traditional Lifeways - posit::conf(2023)

USGS R Package Development: 10-year Reflections - posit::conf(2023)

Unlock the Power of DataViz Animation and Interactivity in Quarto - posit::conf(2023)

Towards the Next Generation of Shiny UI

tidymodels: Adventures in Rewriting a Modeling Pipeline - posit::conf(2023)

The Road to Easier Shiny App Deployments - posit::conf(2023)

The Power of Prototyping in R Shiny: Saving Millions by Building the Right Tool - posit::conf(2023)

The People of Posit: Bringing Personality to R Packages - posit::conf(2023)

The Need for Speed - AccelerateR-ing R Adoption in GSK - posit::conf(2023)

The 'I' in Team: Peer-to-Peer Best Practices for Growing Data Science Teams - posit::conf(2023)

Thanks, I Made It with Quartodoc - posit::conf(2023)

Teaching Data Science in Adverse Circumstances: Posit Cloud and Quarto to the Rescue - posit::conf

Take it in Bits: Using R to Make Eviction Data Accessible to the Legal Aid Community - posit::conf

Sustainable Growth of Global Communities: R-Ladies' Next Ten Years - posit::conf(2023)

Succeed in the Life Sciences with R/Python and the Cloud - posit::conf(2023)

Styling and Templating Quarto Documents - posit::conf(2023)

Speeding Up Plots in R/Shiny - posit::conf(2023)

Solving a Secure Geocoding Problem (That Hardly Anybody Has) - posit::conf(2023)

Small Package, Broad Impact: How I Discovered the Ultimate New Hire Hack - posit::conf(2023)

Siuba and duckdb: Analyzing Everything Everywhere All at Once - posit::conf(2023)

Side Effects of a Year of Blogging - posit::conf(2023)

ShinyUiEditor: From Alpha to Powerful Shiny App Development Tool - posit::conf(2023)

Shiny New Tools for Scaling your Shiny Apps - posit::conf(2023)

Shiny for Python Machine Learning Apps with pandas, scikit-learn and TensorFlow - posit::conf(2023)

Shiny Developer Secrets: Insights From Over 1200 Applicants and What You MUST Know to Shine

Serenity Now, Productivity Later: Focus Your Project Stack with The Gonzalez Matrix - posit::conf

Scale Your Data Validation Workflow With {pointblank} and Posit Connect - posit::conf(2023)

Running R-Shiny without a Server - posit::conf(2023)

Reproducible Manuscripts with Quarto - posit::conf(2023)

Reliable Maintenance of Machine Learning Models - posit::conf(2023)

R! You Going?! - posit::conf(2023)

R Not Only In Production - posit::conf(2023)

Quickly get your Quarto HTML theme in order - posit::conf(2023)

Parameterized Quarto Reports Improve Understanding of Soil Health - posit::conf(2023)

Package Management for Data Scientists - posit::conf(2023)

Open Source Solutions to Next-Generation Submissions, After 30 Years of Industry Experience

Open Source Property Assessment: Tidymodels to Allocate $16B in Property Taxes - posit::conf(2023)

Oops I'm a Manager - On More Effective 1-on-1 Meetings - posit::conf(2023)

Never again in outer par mode: making next-generation PDFs with Quarto & typst - posit::conf(2023)

Motley Crews: Collaborating with Quarto - posit::conf(2023)

Matching Tools to Titans: Tailoring Posit Workbench for Every Cloud - posit::conf(2023)

Making a (Python) Web App is easy! - posit::conf(2023)

Magic with WebAssembly and webR - posit::conf(2023)

Large Language Models in RStudio - posit::conf(2023)

It's All About Perspective: Making a Case for Generative Art - posit::conf(2023)

It's Abstractions All the Way Down... - posit::conf(2023)

It's a Great Time to be an R Package Developer! - posit::conf(2023)

Insights in 5-D! (Using magic small-multiples layouts) - posit::conf(2023)

In-Process Analytical Data Management with DuckDB - posit::conf(2023)

HTML and CSS for R Users - posit::conf(2023)

How You Get Value as a 1-Person Posit Connect Team - posit::conf(2023)

How to Win Friends and Influence People (With Data) - posit::conf(2023)

How to Keep Your Data Science Meetup Sustainable - posit::conf(2023)

How to Help Developers Make Apps Users Love - posit::conf(2023)

How I Learned to Stop Worrying and Love Public Packages - posit::conf(2023)

How Data Scientists Broke A/B Testing (And How We Can Fix It) - posit::conf(2023)

Hitting the Target(s) of Data Orchestration - posit::conf(2023)

Grammar of Graphics in Python with Plotnine - posit::conf(2023)

Github Copilot integration with RStudio, it's finally here! - posit::conf(2023)