Practice IT Operating System Questions and Answers

• Which of these models is best suited for language translation?
• Which component is responsible for managing virtualization in a cloud environment?
• In Big Data architecture, which component is responsible for real-time data streaming?
• Which heuristic function property ensures A* algorithm finds an optimal path?
• In n-gram models, what does 'n' represent?
• Which of the following is an example of SaaS?
• Which heuristic search strategy uses both cost so far and estimated cost to goal?
• Which evaluation metric is commonly used in machine translation?
• Which of the following is a cloud orchestration tool?
• Which NoSQL database is column-oriented and widely used in Big Data?
• Which AI technique is used for uncertain reasoning?
• Which architecture is used in modern NLP tasks like BERT and GPT?
• Which cloud deployment model is suitable for government organizations with strict regulations?
• Which logic is used to handle uncertain or imprecise knowledge?
• What is perplexity in language models?
• Which protocol is commonly used for secure data transfer in cloud computing?
• Spark performs better than Hadoop MapReduce because:
• Which of these is an application of AI in healthcare?
• Which of the following uses Latent Dirichlet Allocation (LDA)?
• What is the main goal of cloud load balancing?
• What is the purpose of a heuristic function in AI search algorithms?
• Which approach does BERT use for pre-training?
• Which of these is an open-source container orchestration platform?
• Which Hadoop component is responsible for resource management?
• Which algorithm is used for constraint satisfaction problems?
• What is "serverless computing"?
• What is the main advantage of using knowledge graphs in AI?
• Which algorithm is commonly used for Part-of-Speech tagging?
• Which of these is a feature of cloud elasticity?
• What is the primary purpose of Apache Hive in the Hadoop ecosystem?
• Which AI concept uses fitness functions to evolve solutions over time?
• Which model uses probability of word occurrence based on previous n-1 words?
• Which of these is an example of PaaS (Platform as a Service)?
• Which of the following is a property of an admissible heuristic in A* search?
• Which of these techniques is primarily used for word embeddings?
• Which concept in cloud ensures that resources can handle increased load without degrading performance?
• What is the main role of Apache Pig?
• Which reasoning technique derives conclusions from general rules to specific cases?
• Which of the following is a challenge in machine translation?
• Which of these is a primary benefit of cloud disaster recovery?