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🌐 Optuna β€” Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΠΏΡ‚ΠΈΠΌΠΈΠ·Π°Ρ†ΠΈΠΈ Π³ΠΈΠΏΠ΅Ρ€ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€ΠΎΠ² Π² ML. Π­Ρ‚ΠΎΡ‚ Python-Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΡƒΠ΅Ρ‚ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΡ‹ Π²Ρ€ΠΎΠ΄Π΅ TPE ΠΈ CMA-ES для эффСктивного поиска ΠΎΠΏΡ‚ΠΈΠΌΠ°Π»ΡŒΠ½Ρ‹Ρ… Π·Π½Π°Ρ‡Π΅Π½ΠΈΠΉ, сокращая врСмя экспСримСнтов Π² Ρ€Π°Π·Ρ‹.

Главная Ρ„ΠΈΡˆΠΊΠ° β€” define-by-run API: пространство ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€ΠΎΠ² описываСтся прямо Π² ΠΊΠΎΠ΄Π΅ обучСния, Π²ΠΊΠ»ΡŽΡ‡Π°Ρ условныС вСтвлСния. НапримСр, ΠΌΠΎΠΆΠ½ΠΎ динамичСски Π²Ρ‹Π±ΠΈΡ€Π°Ρ‚ΡŒ ΠΌΠ΅ΠΆΠ΄Ρƒ SVM ΠΈ RandomForest, ΠΏΠ°Ρ€Π°Π»Π»Π΅Π»ΡŒΠ½ΠΎ оптимизируя ΠΈΡ… Π³ΠΈΠΏΠ΅Ρ€ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€Ρ‹. Для Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·Π°Ρ†ΠΈΠΈ Π΅ΡΡ‚ΡŒ Optuna Dashboard β€” Π²Π΅Π±-интСрфСйс с Π³Ρ€Π°Ρ„ΠΈΠΊΠ°ΠΌΠΈ ваТности ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€ΠΎΠ².

πŸ€– GitHub

@machinelearning_interview



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🌐 Optuna β€” Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΠΏΡ‚ΠΈΠΌΠΈΠ·Π°Ρ†ΠΈΠΈ Π³ΠΈΠΏΠ΅Ρ€ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€ΠΎΠ² Π² ML. Π­Ρ‚ΠΎΡ‚ Python-Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΡƒΠ΅Ρ‚ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΡ‹ Π²Ρ€ΠΎΠ΄Π΅ TPE ΠΈ CMA-ES для эффСктивного поиска ΠΎΠΏΡ‚ΠΈΠΌΠ°Π»ΡŒΠ½Ρ‹Ρ… Π·Π½Π°Ρ‡Π΅Π½ΠΈΠΉ, сокращая врСмя экспСримСнтов Π² Ρ€Π°Π·Ρ‹.

Главная Ρ„ΠΈΡˆΠΊΠ° β€” define-by-run API: пространство ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€ΠΎΠ² описываСтся прямо Π² ΠΊΠΎΠ΄Π΅ обучСния, Π²ΠΊΠ»ΡŽΡ‡Π°Ρ условныС вСтвлСния. НапримСр, ΠΌΠΎΠΆΠ½ΠΎ динамичСски Π²Ρ‹Π±ΠΈΡ€Π°Ρ‚ΡŒ ΠΌΠ΅ΠΆΠ΄Ρƒ SVM ΠΈ RandomForest, ΠΏΠ°Ρ€Π°Π»Π»Π΅Π»ΡŒΠ½ΠΎ оптимизируя ΠΈΡ… Π³ΠΈΠΏΠ΅Ρ€ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€Ρ‹. Для Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·Π°Ρ†ΠΈΠΈ Π΅ΡΡ‚ΡŒ Optuna Dashboard β€” Π²Π΅Π±-интСрфСйс с Π³Ρ€Π°Ρ„ΠΈΠΊΠ°ΠΌΠΈ ваТности ΠΏΠ°Ρ€Π°ΠΌΠ΅Ρ‚Ρ€ΠΎΠ².

πŸ€– GitHub

@machinelearning_interview

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The original Telegram channel has expanded into a web of accounts for different locations, including specific pages made for individual Russian cities. There's also an English-language website, which states it is owned by the people who run the Telegram channels. Update March 8, 2022: EFF has clarified that Channels and Groups are not fully encrypted, end-to-end, updated our post to link to Telegram’s FAQ for Cloud and Secret chats, updated to clarify that auto-delete is available for group and channel admins, and added some additional links. In February 2014, the Ukrainian people ousted pro-Russian president Viktor Yanukovych, prompting Russia to invade and annex the Crimean peninsula. By the start of April, Pavel Durov had given his notice, with TechCrunch saying at the time that the CEO had resisted pressure to suppress pages criticizing the Russian government. Right now the digital security needs of Russians and Ukrainians are very different, and they lead to very different caveats about how to mitigate the risks associated with using Telegram. For Ukrainians in Ukraine, whose physical safety is at risk because they are in a war zone, digital security is probably not their highest priority. They may value access to news and communication with their loved ones over making sure that all of their communications are encrypted in such a manner that they are indecipherable to Telegram, its employees, or governments with court orders. Emerson Brooking, a disinformation expert at the Atlantic Council's Digital Forensic Research Lab, said: "Back in the Wild West period of content moderation, like 2014 or 2015, maybe they could have gotten away with it, but it stands in marked contrast with how other companies run themselves today."
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