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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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Investors took profits on Friday while they could ahead of the weekend, explained Tom Essaye, founder of Sevens Report Research. Saturday and Sunday could easily bring unfortunate news on the war frontβ€”and traders would rather be able to sell any recent winnings at Friday’s earlier prices than wait for a potentially lower price at Monday’s open. This ability to mix the public and the private, as well as the ability to use bots to engage with users has proved to be problematic. In early 2021, a database selling phone numbers pulled from Facebook was selling numbers for $20 per lookup. Similarly, security researchers found a network of deepfake bots on the platform that were generating images of people submitted by users to create non-consensual imagery, some of which involved children. He floated the idea of restricting the use of Telegram in Ukraine and Russia, a suggestion that was met with fierce opposition from users. Shortly after, Durov backed off the idea. "There are several million Russians who can lift their head up from propaganda and try to look for other sources, and I'd say that most look for it on Telegram," he said. In this regard, Sebi collaborated with the Telecom Regulatory Authority of India (TRAI) to reduce the vulnerability of the securities market to manipulation through misuse of mass communication medium like bulk SMS.
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