🌐 Mailman 3 July 2025 - scikit-learn - python.org

[ANN] scikit-learn 1.7.0 release
by Jérémie du Boisberranger July 28, 2025

July 28, 2025

Hi everyone, We're happy to announce the 1.7.0 release which you can install via pip or conda: pip install -U scikit-learn or conda install -c conda-forge scikit-learn You can read the release highlights under https://scikit-learn.org/stable/auto_examples/release_highlights/plot_relea… and the long list of the changes under https://scikit-learn.org/stable/whats_new/v1.7.html This version supports Python versions 3.10 to 3.13 and features experimental support of free-threaded CPython. Thanks to all contributors who helped on this release ! Jérémie, On behalf of the scikit-learn maintainers team.

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How can I suppress the automatic mean-centering in PLSRegression?
by suotc＠tjutcm.edu.cn July 21, 2025

July 21, 2025

I find that PLSRegression performs mean-centering automatically by default. How can I suppress it since I do not always need mean-centering?

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[ANN] scikit-learn 1.7.1 is online!
by Jérémie du Boisberranger July 18, 2025

July 18, 2025

Hello everyone, We're happy to announce the 1.7.1 release ! It contains fixes for a few regressions introduced in 1.7. You can see the changelog here: https://scikit-learn.org/stable/whats_new/v1.7.html#version-1-7-1 You can upgrade with pip as usual: ``` pip install -U scikit-learn ``` The conda-forge builds can be installed using: ``` conda install -c conda-forge scikit-learn ``` Thanks to everyone who contributed to this release ! Jérémie, on behalf of the Scikit-learn maintainers team.

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A Guide to Playing an Addictive Store Management Game
by peculiar.hamster.slym＠letterprotect.net July 11, 2025

July 11, 2025

In the realm of casual gaming, few titles capture the essence of indulgent fun quite like Cookie Clicker. This delightful incremental game allows players to immerse themselves in a whimsical world where the objective is simple: produce as many cookies as possible. Whether you’re a seasoned gamer or a curious newcomer, understanding how to play Cookie Clicker can lead to an engaging experience filled with strategic planning and sweet rewards. In this article, we’ll explore the gameplay mechanics, offer useful tips, and highlight the joy of watching your cookie empire grow. https://cookieclickerfree.io Gameplay: Clicking and Beyond At its core, Cookie Clicker revolves around clicking a giant cookie displayed in the center of the screen. Each click produces a cookie, which you can then use to purchase upgrades and additional production tools. The game begins with a single cookie, but as you click and gather cookies, you unlock new opportunities for expansion. The Cookie Production Cycle Click Away: Start by clicking the large cookie. Each click yields one cookie, and you'll quickly see your cookie count rise. Invest in Upgrades: With the cookies you accumulate, you can purchase upgrades or "assets." These can include: Cursor: A basic upgrade that automatically clicks the cookie for you. Grandma: A second-tier upgrade that generates passive cookie production. Scaling Up: As you progress, you can invest in more advanced structures like factories, mines, and even cookie farms! Each building type generates cookies at different rates, allowing you to strategize your cookie production effectively. Achievements and Upgrades: The game rewards players with achievements for reaching specific milestones. These not only add to your cookie count but also boost your production capabilities. Upgrades can drastically enhance your cookie output, making it wise to keep an eye on them as you progress. Ascensions: Once you've maximized your cookie production, you can choose to "ascend." This resets your game but grants you heavenly cookies, which can be used to purchase permanent upgrades, making subsequent runs even more productive. Tips to Dominate Your Cookie Empire While Cookie Clicker is straightforward, there are ways to enhance your experience and maximize your cookie production: Prioritize Your Purchases: Early on, focus on building a solid foundation. Invest in cursors and grandmas early to get your production up and running. As you gather more cookies, aim to acquire higher tiers of buildings. Keep an Eye on Achievements: Achievements are your friends! They provide benefits beyond just bragging rights. Aim to unlock these as quickly as possible, as they often come with bonus production rates. Utilize the Golden Cookies: Occasionally, you’ll encounter golden cookies on the screen. Clicking on them can provide unique boosts or perks, such as a temporary production increase or a shipment of cookies. Time Your Ascensions: Don’t rush to reset your game. Instead, wait until you've maximized your cookie output potential and earned a decent number of heavenly cookies. This will help make your next run even more successful. Experiment with Different Strategies: There’s no one-size-fits-all approach to Cookie Clicker. Try different strategies each run. Some players prefer investing in a diverse range of buildings, while others focus on a few key structures. See what works best for your playing style. Take Breaks: Incremental games are designed to keep you engaged, often leading to hours of play. However, it’s crucial to take breaks occasionally. Give your cookies time to accumulate while you step away from the screen. This way, when you return, you'll be greeted with a hefty cookie count waiting for you! Conclusion: A Sweet Adventure Awaits Cookie Clicker offers a unique blend of fun, strategy, and a satisfying sense of progression. As you venture into the delightful world of cookie production, remember that patience and clever planning will ultimately pave the way to your success. So grab your virtual cookie cutter and get ready to click your way to sugary success! For seeking where to start or to dive deeper into your cookie adventure, check out Cookie Clicker. With its accessible gameplay and strategic elements, Cookie Clicker is sure to provide an enjoyable experience for anyone looking to indulge in the art of store management and cookie creation. Happy clicking!

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