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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 many cases, the content resembled that of the marketplaces found on the dark web, a group of hidden websites that are popular among hackers and accessed using specific anonymising software.β€œWe have recently been witnessing a 100 per cent-plus rise in Telegram usage by cybercriminals,” said Tal Samra, cyber threat analyst at Cyberint.The rise in nefarious activity comes as users flocked to the encrypted chat app earlier this year after changes to the privacy policy of Facebook-owned rival WhatsApp prompted many to seek out alternatives.

Telegram has exploded as a hub for cybercriminals looking to buy, sell and share stolen data and hacking tools, new research shows, as the messaging app emerges as an alternative to the dark web.An investigation by cyber intelligence group Cyberint, together with the Financial Times, found a ballooning network of hackers sharing data leaks on the popular messaging platform, sometimes in channels with tens of thousands of subscribers, lured by its ease of use and light-touch moderation.Machine learning Interview from ye


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