rhutvik gawade
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How is reinforcement learning applied in real-world AI systems? (38 อ่าน)
1 ส.ค. 2568 16:52
Reinforcement learning (RL) is a type that focus of machine learning it is where an agent learns to make choices prefer by interacting with an environment and gets feedback from the environment in the form of rewards or penalties. In AI applications, RL is frequently used within robotics for autonomous navigation, in finance for financial portfolio management, and in supply chain management to simply improve logistics and inventory management etc. AI systems like self-driving cars are able to use RL to alter driving patterns based on the dynamics of road traffic and other pathways. All of these use cases show the flexibility of RL and how it is able to be implemented in environments that are utilized for sequential decision-making and are dynamic and need to be adaptive.
A standard curriculum for an Artificial Intelligence Course in Pune will provide foundational and advanced modules on reinforcement learning. In these courses, learners will cover the key algorithms as it pertains to RL, such as Q-learning, deep Q-networks (DQN), and policy gradient. The application of RL will also be addressed in several domains such as healthcare, gaming, and smart grids. The course will also use project-based learning to incorporate experiential learning with RL in a simulated and real-world scenario.
An Artificial Intelligence Training in Pune, on the other hand, is more focused on a hands-on approach to learning skills, typically by working on real-time projects under simulated business problems, while their RL exposures and concepts are invoked into the projects and will train models based on experience with the aim of enhancing decision making. The context of almost exclusively practical projects completes the training cycle of connecting the theoretical knowledge of RL from their educational experience to implementation in the real-world.
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rhutvik gawade
ผู้เยี่ยมชม
rhutvikgawade@gmail.com
rhutvikg
ผู้เยี่ยมชม
rhutvikgawade@gmail.com
2 ส.ค. 2568 10:58 #1
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rhutvikg
ผู้เยี่ยมชม
rhutvikgawade@gmail.com