Introduction
Reinforcement learning (RL), a key branch of machine learning, saw massive improvements in 2021. AI models trained through RL became more capable of handling real-world tasks in robotics, gaming, and industrial automation.
🤖 Breakthroughs in Reinforcement Learning
- Robotics: AI-powered robots learn from trial and error to improve efficiency.
- Gaming AI: RL algorithms mastered complex strategy games like Go and StarCraft.
- Industrial Automation: AI optimized warehouse logistics and robotic arms.
🚀 Challenges & Future Development
Despite progress, RL remains data-hungry and computationally expensive, requiring further improvements.