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Showing posts from December, 2024

The Evolution of GIS in India: From Map Printing to AI & ML Integration

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Geographic Information Systems (GIS) have undergone a remarkable transformation in India over the past three decades. This evolution not only reflects the technological advancements in the field but also showcases the growing realization of the critical role GIS plays in decision-making, planning, and problem-solving across industries. Here's a closer look at this journey, the milestones it has achieved, and the challenges that still remain. The 1990s: The Era of Digitization Without Attributes The 1990s marked the inception of GIS in India. During this period, organizations focused primarily on the digitization of maps. However, this digitization was often limited to creating spatial representations of data without incorporating attributes—key descriptive details about features on the map. The primary objective during this era was to expedite the map printing process, and while this was a significant step forward, the absence of attributes meant that these maps lacked the depth ne...

The Cinematic Analogy of AI and Machine Learning

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Here’s an analogy comparing machine learning (ML), artificial intelligence (AI), and related components to the roles in the filmmaking process: 1. Artificial Intelligence (AI) = The Film Director Role in Film: The director oversees the entire vision of the film, deciding how all elements come together to achieve the desired outcome. Role in Tech: AI is the overarching concept, focusing on creating systems that simulate human intelligence. It defines the "big picture" goals, like decision-making or problem-solving. 2. Machine Learning (ML) = The Actor Role in Film: The actor brings the story to life by interpreting the script and following the director's instructions. Role in Tech: ML is a subset of AI where algorithms learn from data to perform tasks. It's the "performer" that executes the AI's vision, making predictions or decisions. 3. Algorithms = The Script Role in Film: The script outlines the story, including dialogues and scenes for th...