Act as a [research data scientist] with [5+ years of experience in academic collaboration analysis]. Analyze the collaboration patterns among researchers in the field of [machine learning] over the past [10 years]. Focus on identifying key trends such as the most prolific institutions, cross-disciplinary collaborations, and the impact of geographic distribution on research output. Use [network analysis algorithms] to visualize these patterns and provide actionable insights for fostering future collaborations. Include metrics like [co-authorship frequency], [citation impact], and [institutional partnerships]. Ensure the analysis is reproducible and can be adapted for other academic fields like [neuroscience] or [climate science].