Algorithmic bias affects key decisions in hiring, criminal justice, and social media. As machine learning systems evolve, addressing biases becomes crucial for fairness and transparency. This blog explores how biases emerge in algorithms and how we can mitigate their impact, ensuring a more equitable future in AI-driven decision-making.