This paper attempts to argue that it is categorization, not generalization, that is more valuable by examining essence, interest, ontology, rationalism, and truth. While generalization is invariably oversimplified, categorization gives an exact insight with a fine grain into the entities by referring to their intrinsic properties. Categorization supplies an ordered, transparent form for knowledge through a rationalist approach, thereby arriving at clearer and more accurate representations of reality. The importance of categorization lies in its philosophical contribution to differentiating things in (...) the world, increasing understanding of related complexities, and hence showing it to be superior to generalization. (shrink)

The "Udyog Saarthi App" is a progressive web-based application developed to enhance job coaching and career readiness for adults with disabilities, specifically focusing on the 4% reservation opportunities provided by NIEPMD and similar institutions in India. This innovative platform addresses the unique needs of users by allowing them to select their specific disability during registration, which customizes the website’s layout for improved accessibility. The application offers a comprehensive listing of real-time job opportunities that align with users' skills and qualifications, empowering (...) them to pursue suitable career paths. In addition, it provides personalized learning resources tailored to each job role, ensuring that users are equipped with the necessary skills to excel. The app also includes periodic mock assessments designed to evaluate users' preparedness for employment. These assessments employ natural language processing (NLP) techniques to calculate scores based on various parameters such as readability scores and the SMOG index, promoting objective and effective evaluations. Moreover, the Udyog Saarthi App features an interactive dashboard that enables users to track their progress and analytics, fostering a sense of accomplishment and motivation. To promote community engagement and support, the application includes a friend recommender system that connects users with similar disabilities, facilitating peer networking and encouragement. Incorporating multilingual support through the Google Translate API, the platform aims to reach a diverse user base, ensuring that language barriers do not hinder accessibility. Ultimately, the Udyog Saarthi App strives to empower individuals with disabilities by providing essential tools and resources, enabling them to become self-sufficient and industry-ready in the competitive job market. (shrink)

This essay explores a problem for Nyāya epistemologists. It concerns the notion of pramā. Roughly speaking, a pramā is a conscious mental event of knowledge-acquisition, i.e., a conscious experience or thought in undergoing which an agent learns or comes to know something. Call any event of this sort a knowledge-event. The problem is this. On the one hand, many Naiyāyikas accept what I will call the Nyāya Definition of Knowledge, the view that a conscious experience or thought is a knowledge-event (...) just in case it is true and non-recollective. On the other hand, they are also committed to what I shall call Nyāya Infallibilism, the thesis that every knowledge-event is produced by causes that couldn’t have given rise to an error. These two commitments seem to conflict with each other in cases of epistemic luck, i.e., cases where an agent arrives a true judgement accidentally or as a matter of luck. While the Nyāya Definition of Knowledge seems to predict that these judgements are knowledge-events, Nyāya Infallibilism seems to entail that they aren’t. In this essay, I show that Gaṅgeśa Upādhyāya, the 14th century Naiyāyika, solves this problem by adopting what I call epistemic localism, the view that upstream causal factors play no epistemically significant role in the production of knowledge. (shrink)