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15 changes: 7 additions & 8 deletions docs/src/notebooks/UsingMLJ/01_basics/notebook.jl
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# ### Video Timings

# - 00:00 Introduction
# - 01:05 Goals
# - 01:48 Prerequisites and Getting Help
# - 02:21 Supervised Learning Recap
# - 05:31 Models and Machines
# - 09:28 **Live Coding:** Regression
# - 28:55 Scientific Types
# - 32:29 **Live Coding:** Scitypes and Classification
# - 55:45 End
# - 01:10 Goals
# - 01:57 Prerequisites and Getting Help
# - 02:33 Supervised Learning Recap
# - 05:48 Models and Machines
# - 09:49 **Live Coding:** Regression
# - 29:20 Scientific Types
# - 32:52 **Live Coding:** Scitypes and Classification

# We start by inspecting the packages, and their exact versions, in the currently active
# package environment:
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19 changes: 9 additions & 10 deletions docs/src/notebooks/UsingMLJ/02_model_composition/notebook.jl
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# ### Video Timings

# - 00:00 Introduction
# - 00:08 Goals
# - 01:19 Prerequisites and Getting Help
# - 02:00 Composite Models Defined
# - 04:13 Model Pipelines
# - 05:59 Data Leakage
# - 08:37 Target Transformations
# - 12:43 Live Coding: Pipelines
# - 18:42 Live Coding: Target Transformations
# - 20:35 Other Model Wrappers
# - 25:02 End
# - 00:13 Goals
# - 01:28 Prerequisites and Getting Help
# - 02:12 Composite Models Defined
# - 04:28 Model Pipelines
# - 06:07 Data Leakage
# - 09:00 Target Transformations
# - 13:10 **Live Coding:** Pipelines
# - 19:11 **Live Coding:** Target Transformations
# - 21:01 Other Model Wrappers

using MLJ

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18 changes: 8 additions & 10 deletions docs/src/notebooks/UsingMLJ/03_model_tuning/notebook.jl
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# ### Video Timings

# - 00:00 Introduction
# - 00:06 Goals
# - 01:12 Prerequisites and Getting Help
# - 01:27 Live Coding: Learning Curves
# - 13:27 Tuning as Model Wrapper
# - 18:45 Live Coding: Grid Search
# - 26:17 Live Coding: Random Search
# - 30:48 Nested Resampling
# - 33:11 Final Observations
# - 36:59 End

# - 00:11 Goals
# - 01:21 Prerequisites and Getting Help
# - 01:42 **Live Coding:** Learning Curves
# - 13:57 Tuning as Model Wrapper
# - 18:53 **Live Coding:** Grid Search
# - 26:32 **Live Coding:** Random Search
# - 31:07 Nested Resampling
# - 33:31 Final Observations

# ## Part I. Learning Curves

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