Machine Learning / AI

What is DBSCAN algorithm and density-based clustering?

What modern methods are effective for time series?

What is an adversarial example and FGSM attack?

What are the features of geospatial projections (UTM, EPSG, WGS84)?

Senior

ДомкликСибурфилиппинский банк Salmon

What are causal graphs (DAG) and d-separation?

What is the coefficient of determination R² in regression?

What is gradient scaling and why is it needed with FP16?

How does a random forest work and how are trees built in the ensemble?

What is ring-allreduce and why is it more efficient than a parameter server?

What are the first and second kind of errors?

Middle

Домкликфилиппинский банк Salmon

Как обновлять риск-модель при появлении новых данных и гипотез?

What is grasp prediction and what approaches are there?

Senior

Альфа-Банкфилиппинский банк Salmon

How to characterize the target in a credit scoring task with monthly payments?

How to describe underfitting and overfitting in terms of bias and variance?

How is the number of clusters in k-means determined?

What is stereo matching and how do models (RAFT-Stereo) solve it?

What libraries for boosting have you used and why?

What is keyword spotting?

Middle — Senior

ДатаКорпТ-Банкфилиппинский банк Salmon