If the input vectors are  and initial values of three weight vectors are , then calculate the resulting weight found after training the competitive layer with Kohonen's rule and a learning rate  of 0.5 on the input-series in order I₁, I₂ and I₃. 

What is the role of loss function in machine learning algorithms? Explain any two commonly used loss functions in machine learning algorithms.

Supervised Learning,
Unsupervised learning,

Cultural Identity

Translation and New Political World Order

Elaborate Indian Multiculturalism in Global context.

'Translation is essential for any multicultural society' Rationalize.

Underline the role of language in Global Market.

Express your views on universalization and translation of ideas.

विचारों के सार्वभौमीकरण एवं अनुवाद' विषय पर अपने विचार व्यक्त कीजिए।

Illuminate culture and communication.

What is intracultural communication and what are the obstacles in intercultural translation? Explain.

अंतःसांस्कृतिक संप्रेषण क्या है तथा उसमें कौन-कौन सी बाधाएँ आती हैं? स्पष्ट कीजिए।

Craft innovation: Gram Gyanpeeth

Jajmani system

Blue pottery of Jaipur

Evolutionary innovation in craft

Community of practice in craft

Analyse the importance of craft in Mahatma Gandhi's idea of basic education while explaining the meaning of Swaraj.

What were the government policies towards handicrafts under five-year plannings from first to twelfth five-year planning? Describe.