ML System Design Question - Create an ETA System for Maps (Full mock interview)
Ace your machine learning interviews with our complete course: https://bit.ly/3TrxpWy
A research engineer in computer vision designs an ETA system for a maps application: road segments, traffic data, data quality, model training, validation, and deployment.
0:00 - Intro
0:52 - Machine learning system design interview overview
3:50 - Road data prediction with low latency, high performance
5:49 - Key ML sections data setup, training, validation
6:47 - High-level planning for data hygiene, usable data, validation
10:16 - Data map, travel, segment ID
14:46 - Data cleanliness and automated filter implementation
16:58 - Field checking, random sample, human verification
19:06 - Model interface, …
A research engineer in computer vision designs an ETA system for a maps application: road segments, traffic data, data quality, model training, validation, and deployment.
0:00 - Intro
0:52 - Machine learning system design interview overview
3:50 - Road data prediction with low latency, high performance
5:49 - Key ML sections data setup, training, validation
6:47 - High-level planning for data hygiene, usable data, validation
10:16 - Data map, travel, segment ID
14:46 - Data cleanliness and automated filter implementation
16:58 - Field checking, random sample, human verification
19:06 - Model interface, …
Prêt pour la prochaine étape?
Mettez ces conseils en pratique — des milliers de nouveaux emplois sont ajoutés chaque jour.
Parcourir les emplois Recevoir des alertes emploiEn savoir plus sur ce sujet
Cette vidéo est présentée avec le lecteur de YouTube et appartient à son créateur, Aced (formerly Exponent).