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Showing posts from November, 2024

AI for Sustainability

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AI for sustainability is a rapidly growing field, focusing on leveraging Artificial Intelligence (AI) to address environmental, social, and economic challenges. Here are some usage examples: Environmental Sustainability: 1. Climate Modeling: AI helps predict climate patterns, identifying areas vulnerable to climate change. 2. Renewable Energy Optimization: AI optimizes solar and wind energy production, reducing waste and increasing efficiency. 3. Wildlife Conservation: AI-powered monitoring systems track and protect endangered species. 4. Sustainable Agriculture: AI-driven precision farming reduces water and fertilizer usage. 5. Waste Management: AI optimizes waste collection routes and recycling processes. Social Sustainability: 1. Education: AI-powered adaptive learning platforms improve access to quality education. 2. Healthcare: AI-driven diagnostic tools enhance healthcare accessibility and efficiency. 3. Social Justice: AI helps identify and mitigate bias in decision-making proce...

Myths about Large Language Models (LLMs) like #Chatgpt #Gemini #Llama and others

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  - LLMs can understand like humans: LLMs work on pattern matching using algorithms. LLMs cannot understand the questions as humans do and so the response might not be always 100% as expected. - Accuracy of LLMs:While models try for accuracy, the information given might be incorrect or misleading. Model does not verify facts of the response - More data will improve response of LLMs:While more data can improve quality to some extent, fine tuning, transfer learning, tunning some parameters, modifying architecture of data flow, etc. can improve performance of LLMs. - LLMs can be creative like humans: LLMs can generate text, images or videos. While LLMs can augment human creativity but it cannot replace complexity of human creativity. - LLMs are invulnerable to errors or manipulation: LLMs can make mistakes and can be manipulated with adverse inputs to generate misleading information. - LLMs will surpass human intelligence: Artificial general intelligence (AGI) is still far off from re...