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Effective Data Science Infrastructure, Video Edition

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11:28:14

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  • Chapter 1. Human-centric infrastructure.mp4
    09:10
  • Chapter 1. Introducing data science infrastructure.mp4
    14:43
  • Chapter 1. Summary.mp4
    01:32
  • Chapter 1. What is data science infrastructure.mp4
    16:17
  • Chapter 1. Why good infrastructure matters.mp4
    12:07
  • Chapter 2. Introducing workflows.mp4
    19:57
  • Chapter 2. Summary.mp4
    01:27
  • Chapter 2. The toolchain of data science.mp4
    33:13
  • Chapter 3. Branching and merging.mp4
    25:14
  • Chapter 3. Introducing Metaflow.mp4
    47:35
  • Chapter 3. Metaflow in Action.mp4
    27:19
  • Chapter 3. Summary.mp4
    01:21
  • Chapter 4. Handling failures.mp4
    14:39
  • Chapter 4. Scaling with the compute layer.mp4
    21:38
  • Chapter 4. Summary.mp4
    01:17
  • Chapter 4. The compute layer.mp4
    34:26
  • Chapter 4. The compute layer in Metaflow.mp4
    24:10
  • Chapter 5. Practicing horizontal scalability.mp4
    12:25
  • Chapter 5. Practicing performance optimization.mp4
    25:14
  • Chapter 5. Practicing scalability and performance.mp4
    31:48
  • Chapter 5. Summary.mp4
    01:18
  • Chapter 6. Going to production.mp4
    29:48
  • Chapter 6. Stable execution environments.mp4
    40:53
  • Chapter 6. Stable operations.mp4
    26:31
  • Chapter 6. Summary.mp4
    01:19
  • Chapter 7. From data to features.mp4
    17:01
  • Chapter 7. Interfacing with data infrastructure.mp4
    38:09
  • Chapter 7. Processing data.mp4
    39:15
  • Chapter 7. Summary.mp4
    01:48
  • Chapter 8. Summary.mp4
    01:27
  • Chapter 8. Using and operating models.mp4
    56:32
  • Chapter 9. Deep regression model.mp4
    25:40
  • Chapter 9. Machine learning with the full stack.mp4
    27:38
  • Chapter 9. Summarizing lessons learned.mp4
    04:29
  • Chapter 9. Summary.mp4
    00:54
  • More details


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    Students take courses primarily to improve job-related skills.Some courses generate credit toward technical certification. Udemy has made a special effort to attract corporate trainers seeking to create coursework for employees of their company.
    • language english
    • Training sessions 35
    • duration 11:28:14
    • Release Date 2024/11/03