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πŸ§ͺ DeepEval β€” open-source Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π±ΠΎΡ‚Ρ‹ языковых ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²Π΄ΠΎΡ…Π½ΠΎΠ²Π»Π΅Π½Π½Ρ‹ΠΉ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠ°ΠΌΠΈ Pytest. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ Ρ€Π΅ΡˆΠ°Π΅Ρ‚ ΠΊΠ»ΡŽΡ‡Π΅Π²ΡƒΡŽ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡƒ LLM-Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ: ΠΊΠ°ΠΊ ΠΎΠ±ΡŠΠ΅ΠΊΡ‚ΠΈΠ²Π½ΠΎ ΠΈΠ·ΠΌΠ΅Ρ€ΠΈΡ‚ΡŒ качСство ΠΎΡ‚Π²Π΅Ρ‚ΠΎΠ² ChatGPT, RAG-ΠΏΠ°ΠΉΠΏΠ»Π°ΠΉΠ½ΠΎΠ² ΠΈΠ»ΠΈ AI-Π°Π³Π΅Π½Ρ‚ΠΎΠ² Π±Π΅Π· Ρ€ΡƒΡ‡Π½Ρ‹Ρ… ΠΏΡ€ΠΎΠ²Π΅Ρ€ΠΎΠΊ.

Π’ ΠΎΡ‚Π»ΠΈΡ‡ΠΈΠ΅ ΠΎΡ‚ Ρ€Π°Π·Ρ€ΠΎΠ·Π½Π΅Π½Π½Ρ‹Ρ… ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊ Π²Ρ€ΠΎΠ΄Π΅ RAGAS ΠΈΠ»ΠΈ G-Eval, DeepEval ΠΎΠ±ΡŠΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ‚ 20+ ΠΊΡ€ΠΈΡ‚Π΅Ρ€ΠΈΠ΅Π² ΠΎΡ†Π΅Π½ΠΊΠΈ ΠΎΡ‚ рСлСвантности контСкста Π΄ΠΎ токсичности ΠΈ SQL-ΠΈΠ½ΡŠΠ΅ΠΊΡ†ΠΈΠΉ Π² ΠΏΡ€ΠΎΠΌΠΏΡ‚Π°Ρ…. Π˜Π½ΡΡ‚Ρ€ΡƒΠΌΠ΅Π½Ρ‚ Ρ‚Π°ΠΊΠΆΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π²ΡΡ‚Ρ€ΠΎΠ΅Π½Π½ΡƒΡŽ ΠΎΠ±Π»Π°Ρ‡Π½ΡƒΡŽ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΡƒ для сравнСния Ρ€Π°Π·Π½Ρ‹Ρ… вСрсий LLM β€” ΠΎΠ½Π° Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·ΠΈΡ€ΡƒΠ΅Ρ‚, ΠΊΠ°ΠΊ измСнСния Π²Π»ΠΈΡΡŽΡ‚ Π½Π° accuracy ΠΈ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡ‚ΡŒ.

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πŸ§ͺ DeepEval β€” open-source Ρ„Ρ€Π΅ΠΉΠΌΠ²ΠΎΡ€ΠΊ для ΠΎΡ†Π΅Π½ΠΊΠΈ Ρ€Π°Π±ΠΎΡ‚Ρ‹ языковых ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²Π΄ΠΎΡ…Π½ΠΎΠ²Π»Π΅Π½Π½Ρ‹ΠΉ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠ°ΠΌΠΈ Pytest. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ Ρ€Π΅ΡˆΠ°Π΅Ρ‚ ΠΊΠ»ΡŽΡ‡Π΅Π²ΡƒΡŽ ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΡƒ LLM-Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠΈ: ΠΊΠ°ΠΊ ΠΎΠ±ΡŠΠ΅ΠΊΡ‚ΠΈΠ²Π½ΠΎ ΠΈΠ·ΠΌΠ΅Ρ€ΠΈΡ‚ΡŒ качСство ΠΎΡ‚Π²Π΅Ρ‚ΠΎΠ² ChatGPT, RAG-ΠΏΠ°ΠΉΠΏΠ»Π°ΠΉΠ½ΠΎΠ² ΠΈΠ»ΠΈ AI-Π°Π³Π΅Π½Ρ‚ΠΎΠ² Π±Π΅Π· Ρ€ΡƒΡ‡Π½Ρ‹Ρ… ΠΏΡ€ΠΎΠ²Π΅Ρ€ΠΎΠΊ.

Π’ ΠΎΡ‚Π»ΠΈΡ‡ΠΈΠ΅ ΠΎΡ‚ Ρ€Π°Π·Ρ€ΠΎΠ·Π½Π΅Π½Π½Ρ‹Ρ… ΠΌΠ΅Ρ‚Ρ€ΠΈΠΊ Π²Ρ€ΠΎΠ΄Π΅ RAGAS ΠΈΠ»ΠΈ G-Eval, DeepEval ΠΎΠ±ΡŠΠ΅Π΄ΠΈΠ½ΡΠ΅Ρ‚ 20+ ΠΊΡ€ΠΈΡ‚Π΅Ρ€ΠΈΠ΅Π² ΠΎΡ†Π΅Π½ΠΊΠΈ ΠΎΡ‚ рСлСвантности контСкста Π΄ΠΎ токсичности ΠΈ SQL-ΠΈΠ½ΡŠΠ΅ΠΊΡ†ΠΈΠΉ Π² ΠΏΡ€ΠΎΠΌΠΏΡ‚Π°Ρ…. Π˜Π½ΡΡ‚Ρ€ΡƒΠΌΠ΅Π½Ρ‚ Ρ‚Π°ΠΊΠΆΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π²ΡΡ‚Ρ€ΠΎΠ΅Π½Π½ΡƒΡŽ ΠΎΠ±Π»Π°Ρ‡Π½ΡƒΡŽ ΠΏΠ»Π°Ρ‚Ρ„ΠΎΡ€ΠΌΡƒ для сравнСния Ρ€Π°Π·Π½Ρ‹Ρ… вСрсий LLM β€” ΠΎΠ½Π° Π²ΠΈΠ·ΡƒΠ°Π»ΠΈΠ·ΠΈΡ€ΡƒΠ΅Ρ‚, ΠΊΠ°ΠΊ измСнСния Π²Π»ΠΈΡΡŽΡ‚ Π½Π° accuracy ΠΈ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡ‚ΡŒ.

πŸ€– GitHub

@machinelearning_interview

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But Telegram says people want to keep their chat history when they get a new phone, and they like having a data backup that will sync their chats across multiple devices. And that is why they let people choose whether they want their messages to be encrypted or not. When not turned on, though, chats are stored on Telegram's services, which are scattered throughout the world. But it has "disclosed 0 bytes of user data to third parties, including governments," Telegram states on its website. As such, the SC would like to remind investors to always exercise caution when evaluating investment opportunities, especially those promising unrealistically high returns with little or no risk. Investors should also never deposit money into someone’s personal bank account if instructed. Following this, Sebi, in an order passed in January 2022, established that the administrators of a Telegram channel having a large subscriber base enticed the subscribers to act upon recommendations that were circulated by those administrators on the channel, leading to significant price and volume impact in various scrips. But the Ukraine Crisis Media Center's Tsekhanovska points out that communications are often down in zones most affected by the war, making this sort of cross-referencing a luxury many cannot afford. Either way, Durov says that he withdrew his resignation but that he was ousted from his company anyway. Subsequently, control of the company was reportedly handed to oligarchs Alisher Usmanov and Igor Sechin, both allegedly close associates of Russian leader Vladimir Putin.
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