Atharv Gyan

1. What is Project-Based Learning? Project-Based Learning (PBL) is an instructional approach where students actively engage in real-world challenges, focusing on applied problem-solving and critical thinking. Instead of traditional lectures and assessments, PBL emphasizes hands-on learning experiences that require students to work on complex, open-ended projects over extended periods. These projects often relate to real-world issues like environmental sustainability, social innovation, and community challenges. 2. Benefits of Project-Based Learning in STEM and Tech Enhanced Problem-Solving Skills : Tackling real-world projects helps students develop essential skills in problem-solving, analytical thinking, and teamwork. For instance, a PBL unit might ask students to design a renewable energy solution for a community, allowing them to explore engineering, physics, and environmental science. Industry-Relevant Skills : Projects in STEM and technology mimic professional environments, which...

Reimagining Natural Language Processing: Tracing the Journey from Rigid Rule‐Based Systems to Dynamic AI‐Driven Innovations Introduction Natural Language Processing (NLP) stands at the fascinating crossroads of computer science, linguistics, and artificial intelligence a discipline that has undergone a remarkable evolution over the past several decades. Initially conceived through the lens of rule‐based systems, NLP was once governed by a rigid structure of hand‐crafted rules and predefined patterns. These early systems, while pioneering in their own right, were limited by their inflexibility and inability to truly capture the nuances of human language. Today, however, NLP has blossomed into a vibrant field powered by dynamic, AI-driven innovations. Modern techniques based on machine learning and deep learning have redefined what computers can understand, generate, and accomplish with language. This transformation is not merely a technical upgrade but represents a profound shift in...