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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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Oh no. There’s a certain degree of myth-making around what exactly went on, so take everything that follows lightly. Telegram was originally launched as a side project by the Durov brothers, with Nikolai handling the coding and Pavel as CEO, while both were at VK. If you initiate a Secret Chat, however, then these communications are end-to-end encrypted and are tied to the device you are using. That means it’s less convenient to access them across multiple platforms, but you are at far less risk of snooping. Back in the day, Secret Chats received some praise from the EFF, but the fact that its standard system isn’t as secure earned it some criticism. If you’re looking for something that is considered more reliable by privacy advocates, then Signal is the EFF’s preferred platform, although that too is not without some caveats. The perpetrators use various names to carry out the investment scams. They may also impersonate or clone licensed capital market intermediaries by using the names, logos, credentials, websites and other details of the legitimate entities to promote the illegal schemes. For tech stocks, β€œthe main thing is yields,” Essaye said. The S&P 500 fell 1.3% to 4,204.36, and the Dow Jones Industrial Average was down 0.7% to 32,943.33. The Dow posted a fifth straight weekly loss β€” its longest losing streak since 2019. The Nasdaq Composite tumbled 2.2% to 12,843.81. Though all three indexes opened in the green, stocks took a turn after a new report showed U.S. consumer sentiment deteriorated more than expected in early March as consumers' inflation expectations soared to the highest since 1981.
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