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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

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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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In view of this, the regulator has cautioned investors not to rely on such investment tips / advice received through social media platforms. It has also said investors should exercise utmost caution while taking investment decisions while dealing in the securities market. On Feb. 27, however, he admitted from his Russian-language account that "Telegram channels are increasingly becoming a source of unverified information related to Ukrainian events." In 2014, Pavel Durov fled the country after allies of the Kremlin took control of the social networking site most know just as VK. Russia's intelligence agency had asked Durov to turn over the data of anti-Kremlin protesters. Durov refused to do so. Ukrainian forces successfully attacked Russian vehicles in the capital city of Kyiv thanks to a public tip made through the encrypted messaging app Telegram, Ukraine's top law-enforcement agency said on Tuesday. The last couple days have exemplified that uncertainty. On Thursday, news emerged that talks in Turkey between the Russia and Ukraine yielded no positive result. But on Friday, Reuters reported that Russian President Vladimir Putin said there had been some β€œpositive shifts” in talks between the two sides.
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