The current financial scene for machine learning startups is dynamic, defined by both substantial streams of money and a increased degree of assessment. Before, we saw a period of unprecedented growth, with venture capital keenly deploying huge sums across the space. Now, elements like macroeconomic volatility, increasing costs of borrowing, and a