['Duration (in seconds)',
'What is your age (# years)?',
'What is your gender? - Selected Choice',
'In which country do you currently reside?',
'Are you currently a student? (high school, university, or graduate)',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Coursera',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - edX',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Kaggle Learn Courses',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - DataCamp',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Fast.ai',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Udacity',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Udemy',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - LinkedIn Learning',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Cloud-certification programs (direct from AWS, Azure, GCP, or similar)',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - University Courses (resulting in a university degree)',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - None',
'On which platforms have you begun or completed data science courses? (Select all that apply) - Selected Choice - Other',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - University courses',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - Online courses (Coursera, EdX, etc)',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - Social media platforms (Reddit, Twitter, etc)',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - Video platforms (YouTube, Twitch, etc)',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - Kaggle (notebooks, competitions, etc)',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - None / I do not study data science',
'What products or platforms did you find to be most helpful when you first started studying data science? (Select all that apply) - Selected Choice - Other',
'What is the highest level of formal education that you have attained or plan to attain within the next 2 years?',
'Have you ever published any academic research (papers, preprints, conference proceedings, etc)?',
'Did your research make use of machine learning? - Yes, the research made advances related to some novel machine learning method (theoretical research)',
'Did your research make use of machine learning? - Yes, the research made use of machine learning as a tool (applied research)',
'Did your research make use of machine learning? - No',
'For how many years have you been writing code and/or programming?',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Python',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - R',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - SQL',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - C',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - C#',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - C++',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Java',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Javascript',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Bash',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - PHP',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - MATLAB',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Julia',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Go',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - None',
'What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Other',
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - JupyterLab ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - RStudio ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Visual Studio ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Visual Studio Code (VSCode) ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - PyCharm ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Spyder ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Notepad++ ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Sublime Text ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Vim / Emacs ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - MATLAB ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Jupyter Notebook",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - IntelliJ",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - None",
"Which of the following integrated development environments (IDE's) do you use on a regular basis? (Select all that apply) - Selected Choice - Other",
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Kaggle Notebooks',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Colab Notebooks',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Azure Notebooks',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Code Ocean ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - IBM Watson Studio ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Amazon Sagemaker Studio ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Amazon Sagemaker Studio Lab ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Amazon EMR Notebooks ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Google Cloud Vertex AI Workbench ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Hex Workspaces',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Noteable Notebooks ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Databricks Collaborative Notebooks ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Deepnote Notebooks ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Gradient Notebooks ',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - None',
'Do you use any of the following hosted notebook products? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Matplotlib ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Seaborn ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Plotly / Plotly Express ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Ggplot / ggplot2 ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Shiny ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - D3 js ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Altair ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Bokeh ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Geoplotlib ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Leaflet / Folium ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Pygal ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Dygraphs ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Highcharter ',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - None',
'Do you use any of the following data visualization libraries on a regular basis? (Select all that apply) - Selected Choice - Other',
'For how many years have you used machine learning methods?',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Scikit-learn ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - TensorFlow ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Keras ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - PyTorch ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Fast.ai ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Xgboost ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - LightGBM ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - CatBoost ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Caret ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Tidymodels ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - JAX ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - PyTorch Lightning ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Huggingface ',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - None',
'Which of the following machine learning frameworks do you use on a regular basis? (Select all that apply) - Selected Choice - Other',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Linear or Logistic Regression',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Decision Trees or Random Forests',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Gradient Boosting Machines (xgboost, lightgbm, etc)',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Bayesian Approaches',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Evolutionary Approaches',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Dense Neural Networks (MLPs, etc)',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Convolutional Neural Networks',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Generative Adversarial Networks',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Recurrent Neural Networks',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Transformer Networks (BERT, gpt-3, etc)',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Autoencoder Networks (DAE, VAE, etc)',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Graph Neural Networks',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - None',
'Which of the following ML algorithms do you use on a regular basis? (Select all that apply): - Selected Choice - Other',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - General purpose image/video tools (PIL, cv2, skimage, etc)',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - Image segmentation methods (U-Net, Mask R-CNN, etc)',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - Object detection methods (YOLOv6, RetinaNet, etc)',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - Image classification and other general purpose networks (VGG, Inception, ResNet, ResNeXt, NASNet, EfficientNet, etc)',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - Generative Networks (GAN, VAE, etc)',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - Vision transformer networks (ViT, DeiT, BiT, BEiT, Swin, etc)',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - None',
'Which categories of computer vision methods do you use on a regular basis? (Select all that apply) - Selected Choice - Other',
'Which of the following natural language processing (NLP) methods do you use on a regular basis? (Select all that apply) - Selected Choice - Word embeddings/vectors (GLoVe, fastText, word2vec)',
'Which of the following natural language processing (NLP) methods do you use on a regular basis? (Select all that apply) - Selected Choice - Encoder-decoder models (seq2seq, vanilla transformers)',
'Which of the following natural language processing (NLP) methods do you use on a regular basis? (Select all that apply) - Selected Choice - Contextualized embeddings (ELMo, CoVe)',
'Which of the following natural language processing (NLP) methods do you use on a regular basis? (Select all that apply) - Selected Choice - Transformer language models (GPT-3, BERT, XLnet, etc)',
'Which of the following natural language processing (NLP) methods do you use on a regular basis? (Select all that apply) - Selected Choice - None',
'Which of the following natural language processing (NLP) methods do you use on a regular basis? (Select all that apply) - Selected Choice - Other',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - TensorFlow Hub ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - PyTorch Hub ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - Huggingface Models ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - Timm ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - Jumpstart ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - ONNX models ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - NVIDIA NGC models ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - Kaggle datasets ',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - No, I do not download pre-trained model weights on a regular basis',
'Do you download pre-trained model weights from any of the following services? (Select all that apply) - Selected Choice - Other storage services (i.e. google drive)',
'Which of the following ML model hubs/repositories do you use most often? - Selected Choice',
'Select the title most similar to your current role (or most recent title if retired): - Selected Choice',
'In what industry is your current employer/contract (or your most recent employer if retired)? - Selected Choice',
'What is the size of the company where you are employed?',
'Approximately how many individuals are responsible for data science workloads at your place of business?',
'Does your current employer incorporate machine learning methods into their business?',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Analyze and understand data to influence product or business decisions',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Build and/or run the data infrastructure that my business uses for storing, analyzing, and operationalizing data',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Build prototypes to explore applying machine learning to new areas',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Build and/or run a machine learning service that operationally improves my product or workflows',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Experimentation and iteration to improve existing ML models',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Do research that advances the state of the art of machine learning',
'Select any activities that make up an important part of your role at work: (Select all that apply) - None of these activities are an important part of my role at work',
'Select any activities that make up an important part of your role at work: (Select all that apply) - Other',
'What is your current yearly compensation (approximate $USD)?',
'Approximately how much money have you spent on machine learning and/or cloud computing services at home or at work in the past 5 years (approximate $USD)?\n (approximate $USD)?',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Amazon Web Services (AWS) ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Microsoft Azure ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Google Cloud Platform (GCP) ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - IBM Cloud / Red Hat ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Oracle Cloud ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - SAP Cloud ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - VMware Cloud ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Alibaba Cloud ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Tencent Cloud ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Huawei Cloud ',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - None',
'Which of the following cloud computing platforms do you use? (Select all that apply) - Selected Choice - Other',
'Of the cloud platforms that you are familiar with, which has the best developer experience (most enjoyable to use)? - Selected Choice',
'Do you use any of the following cloud computing products? (Select all that apply) - Selected Choice - Amazon Elastic Compute Cloud (EC2) ',
'Do you use any of the following cloud computing products? (Select all that apply) - Selected Choice - Microsoft Azure Virtual Machines ',
'Do you use any of the following cloud computing products? (Select all that apply) - Selected Choice - Google Cloud Compute Engine ',
'Do you use any of the following cloud computing products? (Select all that apply) - Selected Choice - No / None',
'Do you use any of the following cloud computing products? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Microsoft Azure Blob Storage',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Microsoft Azure Files ',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Amazon Simple Storage Service (S3) ',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Amazon Elastic File System (EFS) ',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Google Cloud Storage (GCS) ',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Google Cloud Filestore ',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - No / None',
'Do you use any of the following data storage products? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - MySQL ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - PostgreSQL ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - SQLite ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Oracle Database ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - MongoDB ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Snowflake ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - IBM Db2 ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Microsoft SQL Server ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Microsoft Azure SQL Database ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Amazon Redshift ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Amazon RDS ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Amazon DynamoDB ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Google Cloud BigQuery ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Google Cloud SQL ',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - None',
'Do you use any of the following data products (relational databases, data warehouses, data lakes, or similar)? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Amazon QuickSight',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Microsoft Power BI',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Google Data Studio',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Looker',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Tableau',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Qlik Sense',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Domo',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - TIBCO Spotfire',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Alteryx ',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Sisense ',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - SAP Analytics Cloud ',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Microsoft Azure Synapse ',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Thoughtspot ',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - None',
'Do you use any of the following business intelligence tools? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Amazon SageMaker ',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Azure Machine Learning Studio ',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Google Cloud Vertex AI',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - DataRobot',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Databricks',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Dataiku',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Alteryx',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Rapidminer',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - C3.ai',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Domino Data Lab ',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - H2O AI Cloud ',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - No / None',
'Do you use any of the following managed machine learning products on a regular basis? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - Google Cloud AutoML ',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - H2O Driverless AI ',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - Databricks AutoML ',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - DataRobot AutoML ',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - Amazon Sagemaker Autopilot ',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - Azure Automated Machine Learning ',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - No / None',
'Do you use any of the following automated machine learning tools? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - TensorFlow Extended (TFX) ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - TorchServe ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - ONNX Runtime ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - Triton Inference Server ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - OpenVINO Model Server ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - KServe ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - BentoML ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - Multi Model Server (MMS) ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - Seldon Core ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - MLflow ',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - None',
'Do you use any of the following products to serve your machine learning models? (Select all that apply) - Selected Choice - Other',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Neptune.ai ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Weights & Biases ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Comet.ml ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - TensorBoard ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Guild.ai ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - ClearML ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - MLflow ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Aporia ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Evidently AI ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Arize ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - WhyLabs ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Fiddler ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - DVC ',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - No / None',
'Do you use any tools to help monitor your machine learning models and/or experiments? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - Google Responsible AI Toolkit (LIT, What-if, Fairness Indicator, etc) ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - Microsoft Responsible AI Resources (Fairlearn, Counterfit, InterpretML, etc) ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - IBM AI Ethics tools (AI Fairness 360, Adversarial Robustness Toolbox, etc ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - Amazon AI Ethics Tools (Clarify, A2I, etc) ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - The LinkedIn Fairness Toolkit (LiFT) ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - Audit-AI ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - Aequitas ',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - None',
'Do you use any of the following responsible or ethical AI products in your machine learning practices? (Select all that apply) - Selected Choice - Other',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - GPUs ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - TPUs ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - IPUs ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - RDUs ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - WSEs ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - Trainium Chips ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - Inferentia Chips ',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - None',
'Do you use any of the following types of specialized hardware when training machine learning models? (Select all that apply) - Selected Choice - Other',
'Approximately how many times have you used a TPU (tensor processing unit)?',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Twitter (data science influencers)',
"Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Email newsletters (Data Elixir, O'Reilly Data & AI, etc)",
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Reddit (r/machinelearning, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Kaggle (notebooks, forums, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Course Forums (forums.fast.ai, Coursera forums, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - YouTube (Kaggle YouTube, Cloud AI Adventures, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Podcasts (Chai Time Data Science, O’Reilly Data Show, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Blogs (Towards Data Science, Analytics Vidhya, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Journal Publications (peer-reviewed journals, conference proceedings, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Slack Communities (ods.ai, kagglenoobs, etc)',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - None',
'Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Selected Choice - Other']
