To effectively address bias in AI algorithms, several strategies exist for mitigating them such as providing diverse training data that is free from bias, transparent algorithms that adhere to ethical regulations, and ongoing monitoring and inspections. Ethical guidelines also play a crucial role in mitigating any potential for bias.