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OECD Guidelines on Artificial Intelligence   Principle : AI should be used to benefit people, society, and the environment, contributing to economic growth and sustainable development . Example : AI in healthcare : AI systems like IBM Watson for healthcare are used to enhance diagnosis accuracy, making healthcare more accessible and efficient, which contributes to better well-being. AI in agriculture : AI systems help farmers increase crop yield using smart irrigation systems and predictive analytics that assist in sustainable farming practices. 2. Human-Centered Values and Fairness Principle : AI should respect human rights, be fair, and ensure it doesn’t discriminate against people based on gender, race, or other factors. Example : Bias detection in hiring : AI-based tools like HireVue aim to reduce human biases in the recruitment process by analyzing candidate interviews with algorithms designed to ensure fairness, minimizing discrimination based on gender, ethnicity, or ot...

Contribution of Coins to the Study of Indian History 1. Importance of Numismatic Studies Numismatics is the study of coins, discovered through excavations or accidental finds. Coins provide crucial historical evidence, confirming, modifying, or amplifying history. They reveal information about political, economic, religious, and cultural aspects. Coins help in understanding administration, historical geography, and artistic material evidence. 2. Sources for the Discovery of Ancient Indian Coins 2.1 Treasure Troves Coins found as hoards, often buried for safekeeping. Examples: Bayana hoard (1821, Bharatpur, Rajasthan): Gupta gold coins. Tarhala hoard (Maharashtra): Satavahana coins. Jogilthembi hoard (Nashik, Maharashtra): 13,250 silver coins. Treasure trove laws: Ancient India: Kings were considered the owner of buried treasures. Indian Treasure Trove Act (1878): Government can claim unearthed treasures exceeding ₹10. 2.2 Excavations...

  Introduction: The rapid advancement of artificial intelligence (AI) has transformed industries, from healthcare to finance, yet it raises profound ethical questions. As AI systems increasingly influence decision-making, embedding ethical principles into their design is critical to prevent harm and foster trust. This article explores the foundational values essential for ethical AI development, emphasizing their integration from inception to deployment. 1. Transparency and Explainability  Transparency ensures stakeholders understand how AI models function, while explainability provides insights into decision-making processes. Complex models like deep neural networks often act as "black boxes," obscuring their logic. This opacity can erode trust, especially in high-stakes domains such as criminal justice or healthcare. Techniques like LIME (Local Interpretable Model-agnostic Explanations) and tools such as IBM’s AI Fairness 360 aim to demystify AI decisions. Regulatory framew...

  Political economy plays a crucial role in ensuring that technological advancements lead to shared prosperity rather than exacerbating inequalities. Here’s how: Regulation and Governance : Political decisions shape the regulatory framework that governs how technologies are developed, deployed, and used. Regulations can ensure fair competition, protect consumer rights, and promote inclusivity. For instance, laws can mandate accessibility standards for technology to ensure that all individuals benefit equally. Distribution of Benefits : The political economy determines how the economic benefits of technological progress are distributed. Policies such as progressive taxation or welfare programs can redistribute wealth and ensure that gains from technology benefit a broader segment of society, not just the wealthy or tech-savvy. Labor Market Dynamics : Technology often disrupts traditional industries and jobs. Political decisions influence how governments respond to these changes thro...

 The emotional well-being of children has been increasingly influenced by several modern factors, including social media, overprotective parenting, and the decline of unsupervised outdoor play. Each of these elements plays a role in shaping children's emotional health, and their combined effects can be complex. Here’s a closer look at how each factor impacts children: 1. Social Media Impact on Emotional Well-being: Increased Anxiety and Depression : Social media can expose children to idealized images and lifestyles, potentially leading to feelings of inadequacy and low self-esteem. For example, seeing peers portray seemingly perfect lives on platforms like Instagram or TikTok can make children feel like they don't measure up. Cyberbullying : Social media can be a medium for cyberbullying, which can lead to increased stress, anxiety, and depression. Victims of online bullying may experience emotional trauma and difficulty trusting others. Reduced Face-to-Face Interaction : Exce...

  The statement highlights a critical issue in how climate change is addressed globally. Here’s a breakdown of the key points: Flaws in the Current Approach: Ignoring Trade-offs : Many advanced nations and policymakers are often focused on specific strategies or technologies to combat climate change without adequately considering the trade-offs involved. Complex Interdependencies : Addressing climate change involves intricate interdependencies among environmental, economic, and social factors. A singular focus on reducing carbon emissions, for instance, may inadvertently lead to negative impacts on other aspects such as employment, economic growth, or social equity. Unintended Consequences : Policies that ignore trade-offs can lead to unintended consequences. For example, aggressive mandates on renewable energy might drive up electricity costs, which could disproportionately affect low-income households. Examples of Trade-offs: Energy Transition : Transitioning from fossil fuels to...

 UPSC prelims predicted cut off  2024  UR : 80-85 EWS : 78-80 OBC : 73-76 SC: 65-70 ST : 60-65 New cut off after revising several keys

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India’s Jute Industry India is the  world’s biggest producer of jute , followed by Bangladesh. Jute is  primarily grown in West Bengal, Odisha, Assam, Meghalaya, Tripura and Andhra Pradesh. The  jute industry in India is 150 years old . There are about 79 jute mills in the country, of which about 60 are in West Bengal along both the banks of river Hooghly. Jute production is a labour intensive industry. It employs about two lakh workers in the West Bengal alone and 4 lakh workers across the country. The major problems of Indian Jute Industries are mentioned below: High cost of production:  Equipments for production are all worn out, outmoded in design. Many mills are uneconomic. Products are made costlier. Storage of raw Jute:  Jute industry suffers from inadequate supply of raw jute. Shortage of Power Supply : Load-shedding creates problem of under-utilization of capacity. Growth of Jute mills in Bangladesh and loss of foreign market : Newly started jute indust...