Data Elixir - Data Elixir - Issue 373
ISSUE 373 · February 8, 2022InsightThe Economics of Data BusinessesGreat article about how data businesses work, how they're different than other types of tech businesses, why it's hard for data businesses to find investors, and what it takes to make these businesses worthwhile. If you're interested in getting involved in a business where data is the product, this is a must-read. Check out the resources at the end too. Sponsored LinkGet training data for ML in record timeDesigned by engineers for engineers, Toloka combines cutting-edge technologies with the power of the crowd to deliver high-performing data for Machine Learning projects in record time. Built-in quality control system provides superb data accuracy at scale. Tutorials, Projects & OpinionsModern ML Monitoring: Research ChallengesIn this final part of a 4-part series, Shreya Shankar uses real-world post-deployment issues to explore research challenges and solution ideas for ML monitoring which, as she puts it, is a mess. This post covers a variety of issues including monitoring and diagnosing performance issues, visualizations, datasets and benchmarks. Researchers Build AI That Builds AIA new approach for training deep neural networks could help make AI more accessible to people without deep pockets and access to big data. Here's a high-level look at how it works. Everything gets a package: Python data science setupIt may sound like overkill but if you keep your Python projects organized as described here, your projects will always be consistent, portable and reproducible. Spinning up a quick jupyter notebook to check something out? Build a package first. This post starts with the why's and shows how to simplify the process. Understanding “statistical significance” and p-valuesUsing simple examples, this post makes it easy to understand how statistical significance and p-values work. The 7 Best ELT Tools for Data WarehousesFocus on actionable insights instead of stressing about managing data Code & ToolsMercuryMercury is a simple web framework that converts Python Notebooks into interactive web applications. Just add a simple YAML header and deploy it to your Mercury server. CareerAI and Machine Learning Salaries DropOverall, tech salaries were up last year but not for machine learning professionals. This article is based on a report from Dice that explores U.S. tech salaries and where the money is flowing now. Data VisualizationExpansion for Continuous Scalesggplot2's expansion function can help you add space between your data and the axes but many people aren't familiar with it. In this new cheatsheet, Christian Burkhart offers an intuitive approach for understanding how to use the expansion function for continuous scales. Data Visualization - State of the Industry SurveyRoles, salaries, tech stacks, problems, trends and much more are covered in this report from a recent survey of data visualization practioners around the world. This post offers a nice summary of the results. For details, there's a link at the top to download the full report. OutlierRiver Runner GlobalAwesome interactive visualization. Click to drop a raindrop anywhere in the world and watch its path to wherever it ends up. Start with this shortlist of interesting paths >> To find specific content from prior issues or to research topics, check out the searchable Archives on Data Elixir's Search Page >> |
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Data Elixir - Issue 372
Tuesday, February 1, 2022
Predicting experiments. 🟩🟩🟩🟩🟩. Intro to probabilistic programming. Future of the data warehouse. Bad stat critiques.
Data Elixir - Issue 371
Tuesday, January 25, 2022
Research highlights of 2021. Faster Python. Too much data? SQL alternatives. Mistakes included. AI warfare.
Data Elixir - Issue 370
Tuesday, January 18, 2022
ML: 2021 and beyond. State of ML in Julia. Bayesian Modeling w/ Python. Shiny databases. Lead scoring w/ logistic regression. Beautiful plotting in R.
Data Elixir - Issue 369
Tuesday, January 11, 2022
Tactical career planning. The data-to-engineer ratio. ML generalization. Spiral graphs. DS management: the first year. Interview prep guide.
Data Elixir - Issue 368
Tuesday, January 4, 2022
Top notebooks of 2021. ⚽ Analytics Review. On testing. Real-time ML. ML YouTube.
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