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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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Since its launch in 2013, Telegram has grown from a simple messaging app to a broadcast network. Its user base isn’t as vast as WhatsApp’s, and its broadcast platform is a fraction the size of Twitter, but it’s nonetheless showing its use. While Telegram has been embroiled in controversy for much of its life, it has become a vital source of communication during the invasion of Ukraine. But, if all of this is new to you, let us explain, dear friends, what on Earth a Telegram is meant to be, and why you should, or should not, need to care. However, the perpetrators of such frauds are now adopting new methods and technologies to defraud the investors. 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 regulator said it had received information that messages containing stock tips and other investment advice with respect to selected listed companies are being widely circulated through websites and social media platforms such as Telegram, Facebook, WhatsApp and Instagram. The gold standard of encryption, known as end-to-end encryption, where only the sender and person who receives the message are able to see it, is available on Telegram only when the Secret Chat function is enabled. Voice and video calls are also completely encrypted.
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