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What configuration management tools do you / your organization use? * None Terraform Chef Puppet Ansible Custom solution Salt
What server templating tools do you / your organization regularly use? * None Docker Packer Vagrant
What infrastructure provisioning tools do you / your organization use? * None Pulumi Custom solution OpenStack Heat AWS CDK Terraform I use configuration management tools (Ansible, Puppet, Chef, etc) AWS CloudFormation
What container orchestration services do you use in production, if any? * None Kubernetes (self-managed or fully managed) Mesos or DC / OS CoreOS Tectonic Amazon ECS / Fargate Docker Swarm Hashicorp Nomad Amazon EKS
Does your company provide you with credentials for any of the following? No Kubernetes (credentials for kubectl) AWS (You can use the AWS CLI utility or the AWS management console.) Google Cloud Platform (You can use the gcloud utility or use the GCP Cloud Console.) Azure (You can use the Azure CLI utility or use the Azure portal.)
Where do you keep your artifacts, if you do? * I don't keep artifacts JFrog Artifactory Docker Hub (private or public) Archiva Pulp MyGet NuGet Bintray npm Nexus Amazon S3 Custom tool
Which cloud services do you use? * None Huawei Cloud Hetzner Heroku Microsoft Azure RedHat OpenShift Google Cloud Platform Amazon Web Services Yandex Cloud OVH Alibaba Cloud (Aliyun) IBM SoftLayer Rackspace Cloud Foundry DigitalOcean
Which cloud service do you use the most? * Amazon Web Services Huawei Cloud DigitalOcean Alibaba Cloud (Aliyun) Microsoft Azure Cloud Foundry Rackspace Yandex Cloud Heroku IBM SoftLayer Google Cloud Platform OVH RedHat OpenShift
-- Data Analysis
In which of the following activities are you involved? * None Data visualisation ML Ops Machine learning modelling Data Orchestration Gathering data / data scraping Data pipelines Exploratory data analysis Storage architecture
Which IDEs or editors do you use for data science or data analytics? * PyCharm Professional DataGrip Jupyter notebooks JupyterLab JupyterHub Datalore DataSpell Zeppelin RStudio Databricks Notebooks Google Colab Visual Studio Code Kaggle Azure Notebooks Amazon SageMaker
What types of data sources do you work with? * Local files SQL DBs Amazon S3 Google File Storage Azure File Storage Big data (Hadoop, Spark, etc.)
What tools do you use to present the results of your research? * I present the notebook Tableau Microsoft Power BI Plotly Dash Voila Streamlit Qlick PowerPoint, Google slides or similar MS Word, Google Docs, or similar Spreadsheet editor (Excel, Google Spreadsheet, etc.)
What sorts of methods and algorithms do you use? * Clustering methods Gradient boosting machines (XGBoost, LightGBM, etc.) Evolutionary approaches Transformer networks (BERT, gpt-3, etc.) Statistical testing (T-tests, Correlations, MANOVA / ANOVA) Linear or logistic regression Generative adversarial networks Decision trees or random forests Neural networks Bayesian approaches Time series algorithms: (S)ARIMA(X), Exponential smoothing NLP methods
What machine learning frameworks do you use? * None Scikit-learn TensorFlow Keras XGBoost PyTorch LightGBM Caret CatBoost Prophet fast.ai Tidymodels H20 3 MXNet JAX
Which enterprise machine learning solutions do you use, if any? * None Amazon Sagemaker IBM Watson Studio H2O Alteryx Vertex AI (Google Cloud AI Platform) Azure Machine Learning Studio Azure DataBricks DataRobot Gradient Domino DataLab Cloudera Data Science Workbench Datalore Enterprise
Which specific tools do you use for tracking model training experiments? * None TensorBoard WandB MLFlow
Which charts do you mostly use for data visualisations, if any? * None Scatterplot Barchart Histogram Violin plot Lineplot Stacked barchart Grouped barchart
Which Continuous Integration (CI) systems do you regularly use? Company Personal use Google Cloud Build Custom tool Bitbucket Pipelines JetBrains Space Drone Codeship Jenkins CircleCI GoCD AppVeyor Azure DevOps Bamboo TeamCity GitHub Actions AWS CodePipeline / AWS CodeStar Gitlab CI Travis CI
Which of the following tools do you use in your company/organization for... Issue tracking Project management Side, open-source, or personal projects Jira GitHub Issues Trello GitLab Issues Redmine YouTrack Asana Azure DevOps Microsoft Project Basecamp Monday.com Wrike JetBrains Space Custom tool
Which Version Control systems do you regularly use, if any? * None Azure DevOps Concurrent Versions System (CVS) Helix Core (Perforce Helix) Perforce Mercurial Git Plastic SCM Apache Subversion (SVN)
Which Version Control Services do you regularly use, if any? Company Personal use GitLab JetBrains Space Helix Core (Perforce Helix) GitHub Perforce Bitbucket Perforce Amazon CodeCommit Azure DevOps Custom tool SourceForge
What tools do you use in your company / organization for artifact / package management? * None I'm not sure GitHub GitLab Azure DevOps / Container Registry JFrog Artifactory Sonatype Nexus Repository Docker Hub AWS Container Registry / CodeArtifacts NuGet.org npmjs.com JetBrains Space Custom tool
What tools do you use in your company / organization for knowledge sharing and document collaboration? * None OneNote GitLab MediaWiki Custom tool Jive Google Docs / Spreadsheets / Google Drive Stack Overflow for Teams Microsoft Docs / Office 365 / SharePoint Zoho Office Suite Notion JetBrains Space Confluence Dropbox Paper DokuWiki GitHub Wiki Quip Redmine Wiki
GitLab Zoho (Calendar, Sprints, Cliq) Assembla Amazon (AWS, CodeStar / CodeCommit / CodePipeline) GitHub Atlassian (Jira, Bitbucket, Crucible, Confluence, Trello) Google (Cloud, G Suite, Hangouts) Microsoft (Azure DevOps / Microsoft TFS / VSTS, Office 365)
hich of the following tools do you recommend to students, if any? * Android Studio AppCode Atom CLion Eclipse Emacs Gedit GoLand IntelliJ IDEA IPython/Jupyter Notebook JetBrains Rider NetBeans None Notepad++ PhpStorm PyCharm QtCreator RStudio RubyMine Sublime Text TextMate Vi / Vim Visual Studio Visual Studio Code WebStorm Xcode
In which of the following sectors is your company primarily active? * Big Data / Data Analysis BPO Services Cloud Computing / Platform Cybersecurity Data center Services E-learning Fintech Game Development (including mobile games) Hardware Healthcare IT Internet / Search Engines IoT / Embedded IT Services Mobile Development Semiconductors Software Development Tools Telecom
Do you have and actively use accounts on the following websites? Please check all that apply. None Baidu Tieba CodeProject dev.to DEV Community DZone Facebook GitHub Habr HackerNoon hashnode HubPages Instagram LinkedIn Medium QQ Quora Qzone Reddit Stack Overflow TechTalk TikTok Twitch Twitter VKontakte XING Zhihu (知乎)