Scaling machine learning needs high-performance hardware like GPUs or TPUs, which can be expensive. Distributed systems add complexity and cost, making resource optimization and cloud-based solutions essential to manage budgets effectively. https://weeblyblog.com/top-5-challenges-in-scaling-machine-learning-models/