machine learning tools for data analysis

If you need to test something every time you make changes to the code, automate it with Pytest.ĬircleCI is a continuous integration and deployment tool. It saves lots of time from manual testing. It provides code analysis, a graphical debugger, an integrated unit tester, integration with version control systems (VCSes), and supports web development with Django as well as Data Science with Anaconda.Ī framework makes it easy to write small tests, yet scales to support complex functional testing for applications and libraries. It is developed by the Czech company JetBrains. It provides access control and several collaboration features such as bug tracking, feature requests, task management, and wikis for every project.Īlternative: DVC, BitBucket, GitLab P圜harm Community EditionĪn integrated development environment (IDE) used in computer programming, specifically for the Python language. It offers the distributed version control and source code management (SCM) functionality of Git, plus its own features. Author’s work, 12-Hour ML Challenge Github

Machine learning tools for data analysis