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🧠 DeepSeek ΠΎΠ±Π½Π°Ρ€ΡƒΠΆΠΈΠ»ΠΈ, Ρ‡Ρ‚ΠΎ Ρƒ ΠΈΡ… Π½ΠΎΠ²ΠΎΠΉ ΠΌΠΎΠ΄Π΅Π»ΠΈ Π±Ρ‹Π» ΠΌΠΎΠΌΠ΅Π½Ρ‚ озарСния, ΠΊΠΎΠ³Π΄Π° ΠΎΠ½Π° сама для сСбя Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚Π°Π»Π° ΠΏΡ€ΠΎΠ΄Π²ΠΈΠ½ΡƒΡ‚ΡƒΡŽ Ρ‚Π΅Ρ…Π½ΠΈΠΊΡƒ рассуТдСния.

ΠžΠΊΠ°Π·Ρ‹Π²Π°Π΅Ρ‚ΡΡ, Π²Π°ΠΌ просто Π½ΡƒΠΆΠ½ΠΎ ΠΏΡ€Π°Π²ΠΈΠ»ΡŒΠ½ΠΎ ΡΡ‚ΠΈΠΌΡƒΠ»ΠΈΡ€ΠΎΠ²Π°Ρ‚ΡŒ модСль.

Π§ΠΈΡ‚ΠΎΠΉ Π²ΠΎΠ΄Ρ‹ ΠΎΠ±ΡƒΡ‡Π΅Π½ΠΈΠ΅ с ΠΏΠΎΠ΄ΠΊΡ€Π΅ΠΏΠ»Π΅Π½ΠΈΠ΅ΠΌ (RL) ΠΌΠΎΠΆΠ΅Ρ‚ Π½Π°ΡƒΡ‡ΠΈΡ‚ΡŒ модСль Π΄ΡƒΠΌΠ°Ρ‚ΡŒ ΠΈ Ρ€Π΅Ρ„Π»Π΅ΠΊΡΠΈΡ€ΠΎΠ²Π°Ρ‚ΡŒ.

ΠœΡ‹ возвращаСмся Π² эпоху AlphaGo: играя Π² бСсчислСнныС ΠΏΠ°Ρ€Ρ‚ΠΈΠΈ Go ΠΈ максимально увСличивая Ρ„ΡƒΠ½ΠΊΡ†ΠΈΡŽ вознаграТдСния (Π²Ρ‹ΠΈΠ³Ρ€Ρ‹Ρˆ Π² ΠΈΠ³Ρ€Π΅), ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΡƒΡ чистый RL, AlphaGo научился ΠΏΠΎΠ±Π΅ΠΆΠ΄Π°Ρ‚ΡŒ Π»ΡƒΡ‡ΡˆΠΈΡ… ΠΈΠ³Ρ€ΠΎΠΊΠΎΠ² ΠΌΠΈΡ€Π°.

ΠŸΠΎΡ…ΠΎΠΆΠ΅ это Π±ΡƒΠ΄Π΅Ρ‚ эра LLM RL.

πŸ“• Paper

@ai_machinelearning_big_data

#DeepSeek #deepseekr1 #reasoning #ml
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🧠 DeepSeek ΠΎΠ±Π½Π°Ρ€ΡƒΠΆΠΈΠ»ΠΈ, Ρ‡Ρ‚ΠΎ Ρƒ ΠΈΡ… Π½ΠΎΠ²ΠΎΠΉ ΠΌΠΎΠ΄Π΅Π»ΠΈ Π±Ρ‹Π» ΠΌΠΎΠΌΠ΅Π½Ρ‚ озарСния, ΠΊΠΎΠ³Π΄Π° ΠΎΠ½Π° сама для сСбя Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚Π°Π»Π° ΠΏΡ€ΠΎΠ΄Π²ΠΈΠ½ΡƒΡ‚ΡƒΡŽ Ρ‚Π΅Ρ…Π½ΠΈΠΊΡƒ рассуТдСния.

ΠžΠΊΠ°Π·Ρ‹Π²Π°Π΅Ρ‚ΡΡ, Π²Π°ΠΌ просто Π½ΡƒΠΆΠ½ΠΎ ΠΏΡ€Π°Π²ΠΈΠ»ΡŒΠ½ΠΎ ΡΡ‚ΠΈΠΌΡƒΠ»ΠΈΡ€ΠΎΠ²Π°Ρ‚ΡŒ модСль.

Π§ΠΈΡ‚ΠΎΠΉ Π²ΠΎΠ΄Ρ‹ ΠΎΠ±ΡƒΡ‡Π΅Π½ΠΈΠ΅ с ΠΏΠΎΠ΄ΠΊΡ€Π΅ΠΏΠ»Π΅Π½ΠΈΠ΅ΠΌ (RL) ΠΌΠΎΠΆΠ΅Ρ‚ Π½Π°ΡƒΡ‡ΠΈΡ‚ΡŒ модСль Π΄ΡƒΠΌΠ°Ρ‚ΡŒ ΠΈ Ρ€Π΅Ρ„Π»Π΅ΠΊΡΠΈΡ€ΠΎΠ²Π°Ρ‚ΡŒ.

ΠœΡ‹ возвращаСмся Π² эпоху AlphaGo: играя Π² бСсчислСнныС ΠΏΠ°Ρ€Ρ‚ΠΈΠΈ Go ΠΈ максимально увСличивая Ρ„ΡƒΠ½ΠΊΡ†ΠΈΡŽ вознаграТдСния (Π²Ρ‹ΠΈΠ³Ρ€Ρ‹Ρˆ Π² ΠΈΠ³Ρ€Π΅), ΠΈΡΠΏΠΎΠ»ΡŒΠ·ΡƒΡ чистый RL, AlphaGo научился ΠΏΠΎΠ±Π΅ΠΆΠ΄Π°Ρ‚ΡŒ Π»ΡƒΡ‡ΡˆΠΈΡ… ΠΈΠ³Ρ€ΠΎΠΊΠΎΠ² ΠΌΠΈΡ€Π°.

ΠŸΠΎΡ…ΠΎΠΆΠ΅ это Π±ΡƒΠ΄Π΅Ρ‚ эра LLM RL.

πŸ“• Paper

@ai_machinelearning_big_data

#DeepSeek #deepseekr1 #reasoning #ml

BY Machinelearning





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The War on Fakes channel has repeatedly attempted to push conspiracies that footage from Ukraine is somehow being falsified. One post on the channel from February 24 claimed without evidence that a widely viewed photo of a Ukrainian woman injured in an airstrike in the city of Chuhuiv was doctored and that the woman was seen in a different photo days later without injuries. The post, which has over 600,000 views, also baselessly claimed that the woman's blood was actually makeup or grape juice. 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. "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. That hurt tech stocks. For the past few weeks, the 10-year yield has traded between 1.72% and 2%, as traders moved into the bond for safety when Russia headlines were uglyβ€”and out of it when headlines improved. Now, the yield is touching its pandemic-era high. If the yield breaks above that level, that could signal that it’s on a sustainable path higher. Higher long-dated bond yields make future profits less valuableβ€”and many tech companies are valued on the basis of profits forecast for many years in the future. Telegram has gained a reputation as the β€œsecure” communications app in the post-Soviet states, but whenever you make choices about your digital security, it’s important to start by asking yourself, β€œWhat exactly am I securing? And who am I securing it from?” These questions should inform your decisions about whether you are using the right tool or platform for your digital security needs. Telegram is certainly not the most secure messaging app on the market right now. Its security model requires users to place a great deal of trust in Telegram’s ability to protect user data. For some users, this may be good enough for now. For others, it may be wiser to move to a different platform for certain kinds of high-risk communications.
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