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Interview questions by company and topic | SysRound

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23 questions

Showing 1–23

Machine learningMedium
Choosing Between Prompting, Retrieval and Fine-Tuning to Specialize an LLM
Companies: Anthropic
AI Product Management · Fine-Tuning & Alignment Techniques
Last reported Apr 2026
Open workspace
ML system designHard
Design an AWS fine-tuning platform for LLMs
Companies: OpenAI
Fine-Tuning & Alignment Techniques · MLOps & Model Serving
Last reported Dec 2025
Open workspace
Machine learningMedium
AI PM Experience Probe: Prompt Engineering vs. Prompt Tuning vs. Fine-Tuning
Companies: Internet Brands
AI Product Management · Fine-Tuning & Alignment Techniques

Machine learningMedium

Answer an LLM Systems Quick-Fire Interview

Companies: Mistral AI

Fine-Tuning & Alignment Techniques · Transformers & Attention

Machine learningMedium

Choose LoRA for Fine-Tuning and Explain Its Limitations

Companies: Siemens

Fine-Tuning & Alignment Techniques

Machine learningMedium

Choosing Between Retrieval-Augmented Generation and Fine-Tuning for an LLM Product

Companies: Intuit

AI Product Management · Fine-Tuning & Alignment Techniques

Machine learningMedium

Compare GRPO and PPO and Explain Sparse Versus Dense Rewards

Companies: Siemens

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningMedium

Compare preference alignment methods for LLMs

Companies: Microsoft

AI Safety & Alignment · Fine-Tuning & Alignment Techniques

Machine learningMedium

Compare Reward-Model RLHF and Direct Preference Optimization

Companies: Mistral AI

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningEasy

Design multimodal deployment under compute limits

Companies: TikTok

Fine-Tuning & Alignment Techniques · MLOps & Model Serving

Machine learningMedium

Evaluate Noisy Data for LLM Post-Training

Companies: Mercor

Annotation & Label Quality · Fine-Tuning & Alignment Techniques

Machine learningMedium

Explain GRPO for LLM Reinforcement Learning and How It Differs from PPO

Companies: ByteDance

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningMedium

Explain GRPO-style training for diffusion models

Companies: Google

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningMedium

Explain LLM fine-tuning and generative models

Companies: Google

Fine-Tuning & Alignment Techniques · Generative Models

Machine learningEasy

Explain LLM post-training methods and tradeoffs

Companies: Scale AI

AI Safety & Alignment · Fine-Tuning & Alignment Techniques

Machine learningMedium

Explain LLM training, RL, and evaluation

Companies: Cohere

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningMedium

Explain modern modeling and alignment methods

Companies: Amazon

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningMedium

Explain SFT, DPO, PPO, and the Role of KL Regularization

Companies: Siemens

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningMedium

Explain Transformer and Fine-Tuning Basics

Companies: Lyft

Fine-Tuning & Alignment Techniques · Transformers & Attention

Machine learningHard

GRPO Deep Dive: Critic-Free RL, Parallelism, MLA, and Reward Design for a Reasoning LLM

Companies: Amazon

Fine-Tuning & Alignment Techniques · Reinforcement Learning

Machine learningEasy

LLM Foundations: Architecture, Adaptation, and Steering

Companies: Google

Fine-Tuning & Alignment Techniques · Transformers & Attention

Machine learningHard

Using, Evaluating and Adapting a Pretrained Large Language Model

Companies: Wells Fargo

Fine-Tuning & Alignment Techniques · LLM Applications

Machine learningMedium

When an LLM Feature Should Use Prompting or Fine-Tuning Instead of Retrieval

Companies: Google

AI Product Management · Fine-Tuning & Alignment Techniques