Logo
  • Values
    • Self-discipline
    • Trust
    • Respect and Collaboration
    • Curiosity
    • Determination and Quiet Confidence
    • High-quality Work
  • Your first day
    • Introduction
    • People
    • Accounts
      • Microsoft Account
      • Google Account
    • Devices
      • Computer
      • Smartphone
  • Project workflow
    • Open a new repository
    • Connect local machine to remote repo
    • Start coding
    • Versioning your code
    • Open a Merge Request (MR)
    • Code review
    • After merging
  • Machine Learning Development Guidelines
    • Before you start to build models
      • Do take the time to understand your data
      • Don’t look at all your data
      • Do make sure you have enough data
      • Do talk to domain experts
      • Do survey the literature
      • Do think about how your model will be deployed
    • How to reliably build models
      • Don’t allow test data to leak into the training process
      • Do try out a range of different models
      • Don’t use inappropriate models
      • Do optimize your model’s hyperparameters
      • Do be careful where you optimize hyperparameters and select features
    • How to robustly evaluate models
      • Do use an appropriate test set
      • Do use a validation set
      • Do evaluate models multiple times
      • Do save some data to evaluate your final model instance
      • Don’t use accuracy with imbalanced data sets
      • How to compare models fairly
      • Don’t assume a bigger number means a better model
      • Do use statistical tests when comparing models
      • Do correct for multiple comparisons
      • Don’t always believe results from community benchmarks
      • Do consider combinations of models
    • How to report your results
      • Do be transparent
      • Do report performance in multiple ways
      • Don’t generalize beyond the data
      • Do be careful when reporting statistical significance
      • Do look at your models
  • Merge requests workflow
    • Introduction
      • Why are code reviews valuable?
      • Scope of a MR
    • Gitlab’s settings
      • Settings -> General -> Merge request settings
      • Settings -> Repository -> Push Rules
      • Settings -> Repository -> Protected Branches
    • Opening a new merge request
      • Title and description
      • Assignee and approvals
      • Other settings
    • Review
    • Improving
    • Merging
    • Other
      • Work in Progress status
  • Git workflow
    • Scope of a branch
    • Owner of a branch
  • Open source
    • Should I publish my project under an open source license?
    • Why open source?
    • Which license should I use?
    • Why GitHub and not GitLab?
    • Public projects
  • Remote working manifesto
    • Internal communications
    • Video Calls
    • User Communication Guidelines
    • Say Thanks
    • In-person meetings
    • Tips for Working Remotely
    • “Coffee Break” Calls
    • How Remote Work is Changing the Workforce
  • How to report a bug
    • Reporting a bug
    • Asking a new feature
    • Triaging an issue
  • Working with big issues
  • Permissions
    • Gitlab’s permissions
    • DNS permissions
    • GCP permissions
    • AWS permissions
    • Azure permissions
  • VPN
    • Connect to VPN
  • Gitlab CI
    • Our implementation
    • Improving
  • Git Large File Storage
    • Introduction
    • Installation
    • Useful commands
  • Testing
    • Why writing tests?
    • Testing levels
      • Unit tests
      • Integration tests
      • Black-box tests at the system level, aka end-to-end tests
    • Testing best practices
    • Software
      • Javascript
      • Python
      • Others
    • Gitlab CI
  • Amazon Web Services (AWS)
    • First steps on AWS
      • Create a new AWS user
      • First log-in
      • Enable Virtual MFA
      • Generate Access Keys
      • Configure AWS CLI
    • Upload files on AWS Simple Storage Service (S3)
      • Storage classes
      • Other advanced settings
      • Pricing
    • Launch a Virtual Machine using AWS Elastic Compute Cloud (EC2)
      • Connect to your instance using SSH
      • Security groups
      • Pricing
    • Training a model on AWS
  • Manage multiple AWS profiles on CLI
    • Credentials
    • Config
    • Usage
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