Large Language Models (LLM) Interview Questions Answers : 400+ questions and answers

by Raju Kumar Mishra

The book Large Language Models (LLM) Interview Questions Answers :Your Guide to Success Unlock your dream career in AI with Mastering Large Language Model Interviews! This comprehensive guide empowers aspiring data scientists,engineers, and AI enthusiasts to excel in interviews for roles involving large language models (LLMs). Packed with expert insights, the book covers essential to large language modelsA detailed question answer set on Transformer and its component.Questions on conceptual insights of model like BERT, GPT Llama DeepSeek-R1,ClinicalBERT, FinBERT and many more...Insightful interview question and answers on pre-training, fine-tuning, (LoRA, PEFT, Variants of LoRA , soft prompt tuning, Adapter method, QLoRA, QALoRA, LoRA-FA, LoRA+, VeRA, S-LoRA, Delta-LoRA, DoRA and many more)Reinforcement learning, reinforcement learning with human feedback,. Proximate Policy Optimization, Direct Policy Optimization, etcMany pre training methods has been discussed like Next sentence prediction, Masked language model, Casual language modeling, Span Corruption and Many more ..Set of interview questions on LlamaIndex and LangChainDetailed discussion on LLM evaluation metrics like Precision, Recall, F1-Score, Accuracy, BLEU, ROUGE, METEOR, BERTScore, Perplexity, KL-Divergence etc,A dedicated chapter on HuggingFace and package created by it. This chapter discuss on the packages like transformers, bitsandbytes, accelerate, datasets, tokenizers, trl peftImpressive question answer set on Vector databases and indexing methods like Hierarchical Navigable Small World, inverted file index. Flat Index etc.Different prompting techniques like zero shot prompting, few shot prompting, chain of thought prompting, tree of thoughts, Generated Knowledge Prompting, prompt chaining, Self consistency prompting are discussed in detail.Salient feature of the book :More than 400 interview question and answers.Detailed and step wise explanation of every question.Separate chapter on every topic and questions are in a logical flow which will provide reader the flow of concepts.Explanation with the use pf appropriate chart, diagram, tables, pictures and examples.

418 pages, Kindle Edition

Published September 30, 2025