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πŸ“ŒΠœΠΎΠ½ΠΎΠ³Ρ€Π°Ρ„ΠΈΡ "Reinforcement Learning: An Overview"

Π˜ΡΡ‡Π΅Ρ€ΠΏΡ‹Π²Π°ΡŽΡ‰ΠΈΠΉ ΠΌΠ°Ρ‚Π΅Ρ€ΠΈΠ°Π» ΠΏΠΎ ΠΎΠ±ΡƒΡ‡Π΅Π½ΠΈΡŽ с ΠΏΠΎΠ΄ΠΊΡ€Π΅ΠΏΠ»Π΅Π½ΠΈΠ΅ΠΌ (Reinforcement Learning, RL), Π² ΠΊΠΎΡ‚ΠΎΡ€ΠΎΠΌ ΠΏΠΎΠ΄Ρ€ΠΎΠ±Π½ΠΎ ΠΎΠΏΠΈΡΡ‹Π²Π°ΡŽΡ‚ΡΡ Ρ€Π°Π·Π»ΠΈΡ‡Π½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ срСды, Π·Π°Π΄Π°Ρ‡ΠΈ ΠΎΠΏΡ‚ΠΈΠΌΠΈΠ·Π°Ρ†ΠΈΠΈ, исслСдуСтся ΠΎΠΏΡ€Π΅Π΄Π΅Π»Π΅Π½ΠΈΠ΅ компромисса ΠΌΠ΅ΠΆΠ΄Ρƒ Ρ‚Π΅ΠΎΡ€ΠΈΠ΅ΠΉ ΠΈ практичСской эксплуатаций RL.

ΠžΡ‚Π΄Π΅Π»ΡŒΠ½ΠΎ Ρ€Π°ΡΡΠΌΠ°Ρ‚Ρ€ΠΈΠ²Π°ΡŽΡ‚ΡΡ смСТныС Ρ‚Π΅ΠΌΡ‹: распрСдСлСнноС RL, иСрархичСскоС RL, ΠΎΠ±ΡƒΡ‡Π΅Π½ΠΈΠ΅ Π²Π½Π΅ ΠΏΠΎΠ»ΠΈΡ‚ΠΈΠΊΠΈ ΠΈ VLM.

Π’ Ρ€Π°Π±ΠΎΡ‚Π΅ прСдставлСн ΠΎΠ±Π·ΠΎΡ€ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΠΎΠ² RL:

🟒SARSA;
🟒Q-learning;
🟒REINFORCE;
🟒A2C;
🟒TRPO/PPO;
🟒DDPG;
🟒Soft actor-critic;
🟒MBRL.

Автор - Kevin Murphy, Π³Π»Π°Π²Π½Ρ‹ΠΉ Π½Π°ΡƒΡ‡Π½Ρ‹ΠΉ сотрудник ΠΈ Ρ€ΡƒΠΊΠΎΠ²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒ ΠΊΠΎΠΌΠ°Π½Π΄Ρ‹ ΠΈΠ· 28 рСсСчСров ΠΈ ΠΈΠ½ΠΆΠ΅Π½Π΅Ρ€ΠΎΠ² Π² Google Deepmind. Π“Ρ€ΡƒΠΏΠΏΠ° Ρ€Π°Π±ΠΎΡ‚Π°Π΅Ρ‚ Π½Π°Π΄ Π³Π΅Π½Π΅Ρ€Π°Ρ‚ΠΈΠ²Π½Ρ‹ΠΌΠΈ модСлями (диффузия ΠΈ LLM), RL, Ρ€ΠΎΠ±ΠΎΡ‚ΠΎΡ‚Π΅Ρ…Π½ΠΈΠΊΠΎΠΉ, байСсовским Π²Ρ‹Π²ΠΎΠ΄ΠΎΠΌ ΠΈ Π΄Ρ€ΡƒΠ³ΠΈΠΌΠΈ Ρ‚Π΅ΠΌΠ°ΠΌΠΈ.

КСвин ΠΎΠΏΡƒΠ±Π»ΠΈΠΊΠΎΠ²Π°Π» Π±ΠΎΠ»Π΅Π΅ 140 статСй Π½Π° Ρ€Π΅Ρ†Π΅Π½Π·ΠΈΡ€ΡƒΠ΅ΠΌΡ‹Ρ… конфСрСнциях ΠΈ Π² ΠΆΡƒΡ€Π½Π°Π»Π°Ρ…, Π° Ρ‚Π°ΠΊΠΆΠ΅ 3 ΡƒΡ‡Π΅Π±Π½ΠΈΠΊΠ° ΠΏΠΎ ML, ΠΎΠΏΡƒΠ±Π»ΠΈΠΊΠΎΠ²Π°Π½Π½Ρ‹Ρ… Π² 2012, 2022 ΠΈ 2023 Π³ΠΎΠ΄Π°Ρ… ΠΈΠ·Π΄Π°Ρ‚Π΅Π»ΡŒΡΡ‚Π²ΠΎΠΌ MIT Press. (Книга 2012 Π³ΠΎΠ΄Π° Π±Ρ‹Π»Π° удостоСна ΠΏΡ€Π΅ΠΌΠΈΠΈ Π”Π΅Π“Ρ€ΠΎΠΎΡ‚Π° ΠΊΠ°ΠΊ Π»ΡƒΡ‡ΡˆΠ°Ρ ΠΊΠ½ΠΈΠ³Π° Π² области статистичСской Π½Π°ΡƒΠΊΠΈ).

πŸ”œ ΠœΠΎΠ½ΠΎΠ³Ρ€Π°Ρ„ΠΈΡ ΠΎΠΏΡƒΠ±Π»ΠΈΠΊΠΎΠ²Π°Π½Π° Π² ΠΎΡ‚ΠΊΡ€Ρ‹Ρ‚ΠΎΠΌ доступС 9 дСкабря 2024 Π³ΠΎΠ΄Π°.


@ai_machinelearning_big_data

#AI #ML #Book #RL
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πŸ“ŒΠœΠΎΠ½ΠΎΠ³Ρ€Π°Ρ„ΠΈΡ "Reinforcement Learning: An Overview"

Π˜ΡΡ‡Π΅Ρ€ΠΏΡ‹Π²Π°ΡŽΡ‰ΠΈΠΉ ΠΌΠ°Ρ‚Π΅Ρ€ΠΈΠ°Π» ΠΏΠΎ ΠΎΠ±ΡƒΡ‡Π΅Π½ΠΈΡŽ с ΠΏΠΎΠ΄ΠΊΡ€Π΅ΠΏΠ»Π΅Π½ΠΈΠ΅ΠΌ (Reinforcement Learning, RL), Π² ΠΊΠΎΡ‚ΠΎΡ€ΠΎΠΌ ΠΏΠΎΠ΄Ρ€ΠΎΠ±Π½ΠΎ ΠΎΠΏΠΈΡΡ‹Π²Π°ΡŽΡ‚ΡΡ Ρ€Π°Π·Π»ΠΈΡ‡Π½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ срСды, Π·Π°Π΄Π°Ρ‡ΠΈ ΠΎΠΏΡ‚ΠΈΠΌΠΈΠ·Π°Ρ†ΠΈΠΈ, исслСдуСтся ΠΎΠΏΡ€Π΅Π΄Π΅Π»Π΅Π½ΠΈΠ΅ компромисса ΠΌΠ΅ΠΆΠ΄Ρƒ Ρ‚Π΅ΠΎΡ€ΠΈΠ΅ΠΉ ΠΈ практичСской эксплуатаций RL.

ΠžΡ‚Π΄Π΅Π»ΡŒΠ½ΠΎ Ρ€Π°ΡΡΠΌΠ°Ρ‚Ρ€ΠΈΠ²Π°ΡŽΡ‚ΡΡ смСТныС Ρ‚Π΅ΠΌΡ‹: распрСдСлСнноС RL, иСрархичСскоС RL, ΠΎΠ±ΡƒΡ‡Π΅Π½ΠΈΠ΅ Π²Π½Π΅ ΠΏΠΎΠ»ΠΈΡ‚ΠΈΠΊΠΈ ΠΈ VLM.

Π’ Ρ€Π°Π±ΠΎΡ‚Π΅ прСдставлСн ΠΎΠ±Π·ΠΎΡ€ Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΠΎΠ² RL:

🟒SARSA;
🟒Q-learning;
🟒REINFORCE;
🟒A2C;
🟒TRPO/PPO;
🟒DDPG;
🟒Soft actor-critic;
🟒MBRL.

Автор - Kevin Murphy, Π³Π»Π°Π²Π½Ρ‹ΠΉ Π½Π°ΡƒΡ‡Π½Ρ‹ΠΉ сотрудник ΠΈ Ρ€ΡƒΠΊΠΎΠ²ΠΎΠ΄ΠΈΡ‚Π΅Π»ΡŒ ΠΊΠΎΠΌΠ°Π½Π΄Ρ‹ ΠΈΠ· 28 рСсСчСров ΠΈ ΠΈΠ½ΠΆΠ΅Π½Π΅Ρ€ΠΎΠ² Π² Google Deepmind. Π“Ρ€ΡƒΠΏΠΏΠ° Ρ€Π°Π±ΠΎΡ‚Π°Π΅Ρ‚ Π½Π°Π΄ Π³Π΅Π½Π΅Ρ€Π°Ρ‚ΠΈΠ²Π½Ρ‹ΠΌΠΈ модСлями (диффузия ΠΈ LLM), RL, Ρ€ΠΎΠ±ΠΎΡ‚ΠΎΡ‚Π΅Ρ…Π½ΠΈΠΊΠΎΠΉ, байСсовским Π²Ρ‹Π²ΠΎΠ΄ΠΎΠΌ ΠΈ Π΄Ρ€ΡƒΠ³ΠΈΠΌΠΈ Ρ‚Π΅ΠΌΠ°ΠΌΠΈ.

КСвин ΠΎΠΏΡƒΠ±Π»ΠΈΠΊΠΎΠ²Π°Π» Π±ΠΎΠ»Π΅Π΅ 140 статСй Π½Π° Ρ€Π΅Ρ†Π΅Π½Π·ΠΈΡ€ΡƒΠ΅ΠΌΡ‹Ρ… конфСрСнциях ΠΈ Π² ΠΆΡƒΡ€Π½Π°Π»Π°Ρ…, Π° Ρ‚Π°ΠΊΠΆΠ΅ 3 ΡƒΡ‡Π΅Π±Π½ΠΈΠΊΠ° ΠΏΠΎ ML, ΠΎΠΏΡƒΠ±Π»ΠΈΠΊΠΎΠ²Π°Π½Π½Ρ‹Ρ… Π² 2012, 2022 ΠΈ 2023 Π³ΠΎΠ΄Π°Ρ… ΠΈΠ·Π΄Π°Ρ‚Π΅Π»ΡŒΡΡ‚Π²ΠΎΠΌ MIT Press. (Книга 2012 Π³ΠΎΠ΄Π° Π±Ρ‹Π»Π° удостоСна ΠΏΡ€Π΅ΠΌΠΈΠΈ Π”Π΅Π“Ρ€ΠΎΠΎΡ‚Π° ΠΊΠ°ΠΊ Π»ΡƒΡ‡ΡˆΠ°Ρ ΠΊΠ½ΠΈΠ³Π° Π² области статистичСской Π½Π°ΡƒΠΊΠΈ).

πŸ”œ ΠœΠΎΠ½ΠΎΠ³Ρ€Π°Ρ„ΠΈΡ ΠΎΠΏΡƒΠ±Π»ΠΈΠΊΠΎΠ²Π°Π½Π° Π² ΠΎΡ‚ΠΊΡ€Ρ‹Ρ‚ΠΎΠΌ доступС 9 дСкабря 2024 Π³ΠΎΠ΄Π°.


@ai_machinelearning_big_data

#AI #ML #Book #RL

BY Machinelearning




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