Chanchal Rana IAS stands as a beacon of perseverance, humility, and transformative governance in the Indian Administrative Service. This detailed biography and wiki-style page on Chanchal Rana IAS celebrates the journey of Chanchal Rana IAS, the 2014-batch Odisha cadre officer who rose from humble roots in Angul to secure All India Rank 7 in UPSC … Read more
Introduction In real-world data analysis, figuring out cause-and-effect is often harder than spotting simple correlations. Observational data, unlike data from controlled experiments, is usually influenced by confounding variables that affect both who gets a treatment and what outcomes occur. This makes it tough to draw clear conclusions about causality. Propensity Score Weighting, or Inverse Probability … Read more
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The Growing Appeal of Online Games and Lottery Platforms Online gaming and digital lottery platforms have grown rapidly over the past decade. More people are choosing to play from their phones or computers rather than visiting physical gaming locations. Convenience is a big reason for this shift. Players can explore a wide range of games, … Read more
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A workplace injury can change a worker’s life in a moment. Medical treatment, missed paychecks, and uncertainty about employment can create stress for injured employees and their families. California workers’ compensation laws are intended to provide financial protection and medical support for employees injured while performing their job duties. Many workers, however, find the claims … Read more
Imagine a musician learning a new instrument. In the beginning, they play clumsy notes, unable to capture the rhythm — that’s underfitting. But after months of practice, if they begin obsessively replicating every tune from their teacher without improvising — that’s overfitting. The same dynamic exists in predictive modelling. A model that’s too simplistic misses … Read more
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