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42 changes: 42 additions & 0 deletions examples/using_mlj/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -2,6 +2,48 @@

[Videos]() on using the MLJ software.

### Video timings

#### MLJ. Lesson 1

- 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

#### Using MLJ. Lesson 2: Model Composition

- 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

#### Using MLJ. Lesson 3: Tuning Models

- 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


## Resources

- All things MLJ: [juliaml.ai](https://juliaml.ai)
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15 changes: 7 additions & 8 deletions test/integration.jl
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@@ -1,4 +1,4 @@
using MLJTestIntegration, MLJModels, MLJ, Test, Markdown
using MLJTestIntegration, MLJModels, MLJ, Test, Markdown
import MLJTestIntegration as MTI
import Pkg.TOML as TOML
using Suppressor
Expand Down Expand Up @@ -34,13 +34,6 @@ FILTER_GIVEN_ISSUE = Dict(
model.package_name == "OutlierDetectionNeighbors") ||
(model.name == "TSVDTransformer" &&
model.package_name == "TSVD"),
"https://github.com/sylvaticus/BetaML.jl/issues/79" =>
model -> model.name in [
"KernelPerceptronClassifier",
"PegasosClassifier",
"PerceptronClassifier",
] &&
model.package_name == "BetaML",
"https://github.com/sylvaticus/BetaML.jl/issues/65" =>
model -> model.name in ["KMeans", "KMedoids"] &&
model.package_name == "BetaML",
Expand All @@ -59,6 +52,12 @@ FILTER_GIVEN_ISSUE = Dict(
"https://github.com/sylvaticus/BetaML.jl/issues/75" =>
model -> model.package_name == "BetaML" &&
model.name == "NeuralNetworkClassifier",
"https://github.com/sylvaticus/BetaML.jl/issues/80" =>
model -> model.package_name == "BetaML" &&
model.name in ["PegasosClassifier", "PerceptronClassifier"],
"https://github.com/sylvaticus/BetaML.jl/issues/81" =>
model -> model.package_name == "BetaML" &&
model.name in ["RandomForestClassifier", "RandomForestRegressor"],
"https://github.com/JuliaAI/MLJTransforms.jl/issues/42" =>
model -> model.package_name == "MLJTransforms" &&
model.name in [
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