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1. 1Implement self-play in machine learning systems
2. 2Provide sufficient compute resources
3. 3Monitor and analyze the improvement in performance over time
4. 4Refine the system based on the results

ML researchers and engineers can benefit from understanding the potential of self-play in improving machine learning systems, and can apply this knowledge to develop more advanced models

💡 Self-play allows the available data to improve automatically as the agent gets better

🤖 Self-play can take ML from below human level to superhuman!