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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

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