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cross_validation_02x05.jl
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cross_validation_02x05.jl
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### A Pluto.jl notebook ###
# v0.19.22
using Markdown
using InteractiveUtils
# ╔═╡ 35baa510-c0c8-11ed-095e-19f47596c610
using DataFrames, CSV, MLJ, MLJDecisionTreeInterface
# ╔═╡ 5a5d0338-9a0d-4728-93e8-42ebeb0f7c78
using Plots
# ╔═╡ b80b4ad3-f201-4b1a-b96b-8179b9849843
begin
train_data = CSV.read("data//home-data-for-ml-course//train.csv", missingstring="NA", DataFrame)
test_data = CSV.read("data//home-data-for-ml-course//train.csv", missingstring="NA", DataFrame)
end;
# ╔═╡ c6a7db2e-9f76-4113-973c-cf7a6121ec54
y, X_train_data = unpack(train_data, ==(:SalePrice));
# ╔═╡ 94eedeb8-796b-4368-8425-9d6825750b09
numeric_cols = [cname for cname in propertynames(X_train_data) if eltype(X_train_data[:,cname]) <: Union{Number,Missing}]
# ╔═╡ 9cad958f-3569-44e6-8042-45f3229d7cc4
X = X_train_data[:, numeric_cols];
# ╔═╡ 8cb08fcc-6552-4800-bd3d-fe03e33e68ed
X_test = test_data[:, numeric_cols];
# ╔═╡ 87877301-8df3-4d14-9008-4b72a66069f4
preprocessor = FillImputer()
# ╔═╡ c9fa0ba1-f1d9-4cb2-aeba-8e95b1979250
Forest = @load RandomForestRegressor pkg=DecisionTree
# ╔═╡ 7b0f5976-37f2-46a1-8faa-3eedcd22db5f
model = Forest(n_trees=50, rng=0)
# ╔═╡ 8a9149d5-8a7a-4822-acec-5a70e9124944
my_pipeline = preprocessor |> model
# ╔═╡ c9a14c9d-705e-4e9d-8b2c-b9ad61a41a69
cv=CV(nfolds=5)
# ╔═╡ cb6a8705-f500-4e6b-99fb-26ca3f9de82e
scores = evaluate(my_pipeline, X, y, resampling=cv, measure=mae, verbosity=0)
# ╔═╡ 91d5250a-bbb3-44ac-86be-ed942358a955
println("Average MAE score: $(first(scores.measurement))")
# ╔═╡ 576cf711-f7d8-4968-bf68-889ab10929d9
function get_score(n_trees)
preprocessor = FillImputer()
model = RandomForestRegressor(n_trees=n_trees, rng=0)
my_pipeline = preprocessor |> model
scores = evaluate(my_pipeline, X, y, resampling=CV(nfolds=3), measure=mae, verbosity=0)
return first(scores.measurement)
end
# ╔═╡ 91ed94f0-b6aa-42fd-9bdf-3bb40701bf83
results = []
# ╔═╡ 829eae4e-543c-4918-9616-bebfb77faff0
for i in 1:9
push!(results, get_score(50*i) => (50*i))
end
# ╔═╡ f951a901-6b0d-4524-907d-b6caef285c34
results
# ╔═╡ 68198a39-e52a-4267-8010-4c29ef9053c9
first.(results)
# ╔═╡ d17b0ffa-761a-44f7-816b-fb8274f5aeed
last.(results)
# ╔═╡ 92b9e100-8f88-4acc-ad1f-f58581c81514
plot(last.(results), first.(results))
# ╔═╡ 241ef243-a927-4b76-8d65-de50ea83e0b0
minimum(results)
# ╔═╡ 76157df1-8158-4ec3-b008-447f243fce53
n_trees_best = last(minimum(results))
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
MLJ = "add582a8-e3ab-11e8-2d5e-e98b27df1bc7"
MLJDecisionTreeInterface = "c6f25543-311c-4c74-83dc-3ea6d1015661"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
[compat]
CSV = "~0.10.9"
DataFrames = "~1.5.0"
MLJ = "~0.19.1"
MLJDecisionTreeInterface = "~0.4.0"
Plots = "~1.38.7"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
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