Using automatic face analysis to score infant behaviour from video collected online

•Manual coding of infant looking limits sample sizes and replicability.•Automated gaze coding shows promise for looking time and preferential looking.•Amazon Rekognition successfully detected infant faces in webcam video.•A discriminant analysis classifier was trained to classify gaze from features.•Automatic coding was above chance but did not reach human performance.