Data Elixir - Data Elixir - Issue 435
ISSUE 435 · May 9, 2023TrendsThe amazing AI super tutor for students and teachersIn this TED Talk, Sal Khan introduces a new chatbot-based tutoring tool that enables personalized education. There's a lot of hype around chatbots these days but the use-cases demonstrated here look particularly promising. It is starting to get strange.In an altogether different use-case, Ethan Mollick shows how GPT, when integrated with the Code Interpreter plugin, is capable of independently looking at a dataset, figuring out what's interesting, developing an analytical strategy, cleaning data, testing its strategy, adjusting to errors, and offering advice based on its results. Whoa. Sponsored LinkUnlock software development workflows for data movementData teams can now fetch data from anywhere, send data anywhere, and transform your data your way. Download the open source version today. Tutorials & OpinionsMojo may be the biggest programming language advance in decadesMojo is a new programming language that's based on Python, but is much faster and easier to deploy. It gives you Python's flexibility and ease of use, along with the speed of expertly-written C code. Mojo is being released by Modular — with Chris Lattner as the lead. Generalized Linear Model (GLM) & Causal InferenceThis multi-part tutorial explores causal inference techniques in data analysis and research design including topics such as baseline covariates, causal inference with different regression models, and distributional models. See the introduction for links to the full series. Create a Website with QuartoQuarto is a new open-source publishing system that lets you write dynamic content using Python, R, Julia, and Observable. You can also use Quarto to author plain-text markdown or Jupyter notebooks and publish in a variety of formats. This post is great step-by-step tutorial for using Quarto to build and maintain a personal website. Google Advanced Data Analytics CertificateThe Google Advanced Data Analytics Professional Certificate is a 7-course series that focuses on building regression and machine learning models, applying statistical methods to investigate data, creating data visualizations, and communicating insights from data analysis to stakeholders. The course is run by Coursera and is free to get started. ResourcesDemand Forecasting for Executives and ProfessionalsThis new book introduces forecasting to non-experts who need to be familiar with how forecasting works without being an expert in it. It covers a variety of forecasting models, quality measures, and practical ways to integrate forecasting into an organization. Free to read online. A Cookbook of Self-Supervised LearningSelf-supervised learning has been called the dark matter of intelligence. Yet, much like cooking, training SSL methods is a delicate art with a high barrier to entry. This giant cookbook of SSL recipes is everything you ever wanted to know about Self-Supervised Learning. Data VisualizationOptical Illusions and Data VizWhat do optical illusions have to do with data visualization? Quite a lot! Was this email forwarded to you? Sign up here >> |
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Issue 434
Tuesday, May 2, 2023
p values for A/B tests? Synthetic data. Understanding LLMs. Awesome ggplot2 🕶️.
Data Elixir - Issue 433
Tuesday, April 25, 2023
ML design patterns. Analysis with SQLite and Python. A/B testing resources. Performant tidy code. How to run surveys.
Data Elixir - Issue 432
Wednesday, April 19, 2023
The Data Delusion. Time series analysis. Equalized Odds in ML. Making decisions with data. How to build reproducible pipelines with R.
Data Elixir - Issue 431
Tuesday, April 11, 2023
Testing analytics code. Polars for initial data analysis. State of AI in 14 charts. R games. Data viz with ChatGPT.
Data Elixir - Issue 430
Tuesday, March 28, 2023
Data wrangling essentials. How to find hidden APIs. Data validation. A/B testing with GPT. Measuring color. Beginner's guide to databases.
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