Data Team の学習リソース
GitLab Data Team ライブラリ
GitLab チームメンバーによるコンテンツ
- How Data Teams Do More With Less By Adopting Software Engineering Best Practices - Thomas の 2018 年 DataEngConf NYC での講演
- Taylor による 2019 年 Music City Tech Conference（ナッシュビル）での同様の講演のスライド
- Locally Optimistic AMA: August 2019 with Taylor Murphy
- 4 Examples of the power of open source analytics
- Deploying your first dbt project with GitLab CI
- DataOps in a Cloud Native World
- The Three Levels of Data Analysis- A Framework for Assessing Data Organization Maturity
- How to Implement DataOps using GitLab
- Lessons learned managing the GitLab Data team
- Views on Vue Podcast with Jacob Schatz and Taylor Murphy
- How to do DataOps with GitLab - Customer Call (GitLab Internal)
- GitLab for ML - Customer Call (GitLab Internal)
おすすめの読み物・聴き物・見もの
- The AI Hierarchy of Needs
- Data Meta Metrics
- Engineers Shouldn’t Write ETL
- The Startup Founder’s Guide to Analytics
- Functional Data Engineering — a modern paradigm for batch data processing
- Keep it SQL Stupid, a talk by Connor McArthur of Fishtown Analytics at DataEngConf SF ‘18 explaining dbt
- DevOps for AI
- What Can Data Scientists Learn from DevOps
- One Analyst’s Guide for Going from Good to Great
- The Value of Data: Part 1, Part 2, Part 3
- Building a Data Practice
- Does my Startup Data Team Need a Data Engineer
- Data Science is different now (注: これが GitLab にまだデータサイエンティストがいない理由です。)
- Why You Don’t Need Data Scientists
- Resources Written by dbt Community Members
- Is your company too dumb to be data-driven?
- What does “self-serve” analytics mean to you?
- Models for integrating data science teams within organizations
- Building a Mature Analytics Workflow (注: これは「アナリティクスはソフトウェアエンジニアリングのサブフィールドである」という前提を説明しています。)
- DataOps playlist on YouTube
データニュースレター
- Algos & Ethics
- Calogica
- The Carpentries
- DataEng Weekly
- Data Elixir
- Data is Plural
- Data Science Roundup Newsletter
- Data Science Weekly
- Music and Tech
- Normcore Tech
- NumLock News
- One Shot Learning
- SF Data
データブログ
- Airbnb
- Ask Good Questions
- Buffer Blog
- Calogica
- Fishtown Analytics Blog
- Go Data Driven
- MBA Mondays
- Mode Analytics Blog
- Multithreaded
- Tableau Data Blog
- Silota
- Wes McKinney Blog
- Data Ops
- Retina AI Blog
- StitchFix Algorithms Blog
- Five Thirty Eight
- Data.gov
データビジュアライゼーションリソース
- Storytelling with Data
- Data Revelations
- Data Visualization Catalogue
- Eager Eyes
- FiveThirtyEight’s DataLab
- Flowing Data
- From Data to Viz
- Gravy Anecdote
- JunkCharts
- Make a Powerful Point
- Makeover Monday
- Perceptual Edge
- PolicyViz
- The Pudding
- Visualising Data
- VizWiz
- WTF Visualizations
データ Slack コミュニティ
- Data Viz Society
- Data Science Community
- dbt
- Great Expectations
- Locally Optimistic
- Measure
- Meltano
- Open Data Community
- Pachyderm
- Prefect
- PyCarolinas
- R for Data Analysis
- Software Engineering Daily
- The Data School
