Machine Learning / AI

What are the features of segmentation training on high-resolution images?

Middle — Senior

2gis

If execution changes the state but the LLM does not see it, how are the state and metadata technically updated?

Senior

2gis

How else can an agent be evaluated besides LLM-as-a-Judge: what criteria can be used to understand if it works correctly or close to correct?

Senior

2gis

What is exploration-exploitation trade-off in RL?

Middle — Senior

ТензорЦиан2gis

What is GPTQ and what is the approach to weight selection?

Senior

ПлатформаОФД2gis

What are shadow deployment and canary deployment?

Middle — Senior

2gisНейроЛаб

How should an agent work with a very large toolkit (function selection)?

Middle — Senior

2gis

What is actor-critic and why are two networks needed?

Middle — Senior

2gisМегафон

What is a reward model and what are its training features?

Middle — Senior

ЛингваАИДатаКорп2gis

What are concept activation vectors (TCAV)?

Middle — Senior

SberDevices2gis

What is activation checkpointing and what is the trade-off?

Senior

2gisAston

What are the features of label collection (crowdsourcing, active learning)?

Middle — Senior

IGaming2gisСамолёт

What is a stem network in CNN classifiers?

Junior — Senior

2gisSensemitter

What is ColBERT and what is late interaction?

Middle — Senior

2gis

What is a model stealing attack and how to defend against it?

Senior

МТС2gis

What is weight of evidence (WoE) and information value (IV)?

Middle — Senior

2gisСовкомбанк

What are ONNX, TorchScript, TensorRT, OpenVINO in serving tasks?

Middle — Senior

VK Cloud2gisVK

What types of anomalies are there (point, contextual, collective)?

Middle — Senior

Иннотех2gis

What is multilingual embeddings and how are they trained (LaBSE)?

Middle — Senior

2gisВижнТех

Что такое Wav2Vec 2.0 и self-supervised pretraining?

Middle — Senior

2gisЛаборатория Касперского