عوامی سوالات

9301 میں سے 20 دکھائے جا رہے ہیں سوالات

Explain SHAP, LIME, and model interpretability.

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What happens when the LLM is confidently wrong? How do you debug a RAG chatbot giving confident but wrong answers?

آج
SituationalAI EngineerMachine Learning EngineerData Scientist

How would you reduce hallucinations in a medical chatbot?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

How would you prevent factual errors in a summarization system?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

How do you detect and mitigate hallucinations in production?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

How do you evaluate a chatbot?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What metrics do you consider when benchmarking and evaluating LLM performance?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

Explain quantization. What are the trade-offs between model size, speed, and accuracy?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

How do you convert implicit user behavior (edits, acceptance, rejection) into training signals for model improvement?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What is speculative decoding and how does it speed up inference?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What is instruction tuning and how does it differ from pre-training?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

Explain the RLHF pipeline: supervised fine-tuning, reward model training, and PPO. How does DPO simplify this?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

How would you design a scalable and efficient system for training a large language model, considering both computational and data constraints?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

How would you design a model that can solve math problems? Walk through data collection, supervised fine-tuning, post-training, and evaluation.

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

Fine-tune or use prompt-engineered RAG?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What is RLHF and why is it important?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What is QLoRA and how does it differ from LoRA? When would you choose one over the other?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

What is PEFT/LoRA and when would you use it?

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist

When would you fine-tune vs use prompt engineering?

آج
TechnicalData ScientistAI EngineerMachine Learning Engineer

Build an agent reviewing code and suggesting improvements.

آج
TechnicalAI EngineerMachine Learning EngineerData Scientist
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