Microsoft open-sources multimodal reasoning model with 15B parameters

The company mainly trained Phi-4-reasoning-vision-15B on open-source data. The data included images and text-based descriptions of the objects depicted in those images. Before it started training the ...
IEEE

Research on Entrepreneurial Project Evaluation Model Driven By Random Forest Algorithm and Big Data

Abstract: This research introduces an innovative approach that integrates Random Forest (RF) with Principal Component Analysis (PCA), a methodology we term Random-Principal Component Analysis (RPC).
IEEE

Systemic Analysis of the QS International Research Network Indicator Using Big Data: Regional Inequalities and Recommendations for Improved University Rankings

Abstract: The International Research Network (IRN) indicator, introduced in the QS (Quacquarelli Symonds) World University Rankings 2024, has generated notable volatility and regional disparities in ...