Screen Reader Mode Icon Check SCREEN READER MODE to make this survey compatible with screen readers. What are your Machine Learning Challenges? Seeking to understand the most difficult aspects of in-house ML roles We are helping businesses better understand the struggles and pain points of the modern ML team. This survey takes an average of 4 minutes. OK Question Title * 1. What is your title? OK Question Title * 2. Do you manage a team? Yes No OK Question Title * 3. Do any of the following represent a problem in your organization? No issues Minor frustration Significant frustration Major headache Business critical issues Gather Unlabeled data Gather Unlabeled data No issues Gather Unlabeled data Minor frustration Gather Unlabeled data Significant frustration Gather Unlabeled data Major headache Gather Unlabeled data Business critical issues Gather Labeled Training Data Gather Labeled Training Data No issues Gather Labeled Training Data Minor frustration Gather Labeled Training Data Significant frustration Gather Labeled Training Data Major headache Gather Labeled Training Data Business critical issues Managing your data warehouse/pipeline Managing your data warehouse/pipeline No issues Managing your data warehouse/pipeline Minor frustration Managing your data warehouse/pipeline Significant frustration Managing your data warehouse/pipeline Major headache Managing your data warehouse/pipeline Business critical issues Building/training models Building/training models No issues Building/training models Minor frustration Building/training models Significant frustration Building/training models Major headache Building/training models Business critical issues Using models in production Using models in production No issues Using models in production Minor frustration Using models in production Significant frustration Using models in production Major headache Using models in production Business critical issues Updating models with new data Updating models with new data No issues Updating models with new data Minor frustration Updating models with new data Significant frustration Updating models with new data Major headache Updating models with new data Business critical issues Machine learning project management Machine learning project management No issues Machine learning project management Minor frustration Machine learning project management Significant frustration Machine learning project management Major headache Machine learning project management Business critical issues OK Question Title * 4. What are the most pressing technology problems facing ML efforts in your company? The more specific the better. OK Question Title * 5. Where do you source labeled training data? Public data sources (e.g. ImageNet, BooksCorpus) Previous user interactions in your product Manually labeled data using a labeling service (e.g. Amazon Mechanical Turk) Manually labeled data using internal resources Bootstrapping high confidence labels from your model Other (please specify) OK Question Title * 6. What is the most difficult/frustrating aspect of sourcing labeled training data? OK Question Title * 7. Are you investigating or using third-party services to help with sourced labeling? Yes No OK Question Title * 8. If yes, what are you investigating or using? If no, why not? OK Question Title * 9. How do you see Machine learning changing at your organization? Growing a lot Growing a little Staying the same Shrinking a little Shrinking a lot OK Question Title * 10. We are interested in building products to help you in this space! If you would be interested in a follow-up conversation, please leave your email or phone number below. OK DONE