Data Elixir - Data Elixir - Issue 380
ISSUE 380 · March 29, 2022TrendsEmerging Architectures for Modern Data InfrastructureThis detailed look at the modern data stack was initially created in 2020 and has been recently updated to show how things are evolving. Covers best-in-class architectures for both analytic and operational systems and lays out a hypothesis for why specific changes are happening. The article came out of discussions with dozens of practitioners. Sponsored LinkUnderstanding and Overcoming Four Types of Biases in AIThere are four types of biases found in machine learning models. These are algorithmic bias, sample bias, prejudicial bias, and measurement bias. How do each of these biases arise and how are each of them mitigated? Read this article to understand how you can produce better business outcomes by training AI models to do precisely what they are meant to do. Tutorials, Projects & OpinionsAdvanced exploratory data analysis (EDA) w/ PythonGreat post that shows how to quickly get a handle on nearly any tabular dataset. This is a comprehensive tutorial that's well organized and includes lots of code snippets and screenshots along the way. Precision & RecallNice introduction to simple classification issues in machine learning. This post is built around interactive visuals that make it easy to understand why accuracy isn't always a great measure of classification and how precision, recall, and the F1-score work. Artificial Counterfactual Estimation: |
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Data Elixir - Issue 379
Tuesday, March 22, 2022
Hard SQL interview questions. Imbalance detection. Real-world Prophet. Effective data teams. DS project quick-start. AI trends.
Data Elixir - Issue 378
Tuesday, March 15, 2022
Open salaries. Foundations of causal inference. Data Apps. Data labelling. Jupyter everywhere.
Data Elixir - Issue 377
Tuesday, March 8, 2022
Embrace complexity. ML for design. People analytics. MLOps is a mess. Algorithms for Decision Making. The evolving AI startup.
Data Elixir - Issue 376
Tuesday, March 1, 2022
Active learning. Notebooks in production. Interpretable models. Probabilistic ML: Advanced Topics.
Data Elixir - Issue 375
Tuesday, February 22, 2022
Data diff algorithms. Unbundling the data platform. Changing jobs? Watch for these 🚩🚩. Interactive canvas for Jupyter. Finding missing evidence.
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