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model_validation_01x02.jl
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### A Pluto.jl notebook ###
# v0.19.22
using Markdown
using InteractiveUtils
# ╔═╡ ef39854f-23cf-44cd-9956-8093963c0403
using DataFrames, CSV, MLJ, MLJDecisionTreeInterface
# ╔═╡ ece68e30-b294-11ed-01f0-43b623bd2e0b
begin
iowa_file_path = "data//home-data-for-ml-course//train.csv"
home_data = CSV.read(iowa_file_path, DataFrame);
y = home_data.SalePrice;
feature_names = [:LotArea, :YearBuilt, Symbol("1stFlrSF"), Symbol("2ndFlrSF"), :FullBath, :BedroomAbvGr, :TotRmsAbvGrd];
X = home_data[:, feature_names];
# Specify Model
Tree = @load DecisionTreeRegressor pkg=DecisionTree verbosity=0
iowa_model = Tree()
mach = machine(iowa_model, X, y, scitype_check_level=0)
# Fit Model
fit!(mach)
predictions = predict(mach, X)
println("First in-sample predictions:", predictions[1:5])
println("Actual target values for those homes:", y[1:5])
mean_absolute_error(predictions, y)
end
# ╔═╡ fc511cd5-6c2c-44f4-9d07-73b5a3b344f2
(Xtrain, Xtest), (ytrain, ytest) = partition((X, y), 0.8, rng=123, multi=true);
# ╔═╡ b3674c88-98c0-4fe1-984e-71faf9694afc
function get_mae(min_samples_leaf, Xtrain, Xtest, ytrain, ytest)
model = DecisionTreeRegressor(min_samples_leaf = min_samples_leaf, rng=0)
mach1 = machine(model, Xtrain, ytrain, scitype_check_level=0)
fit!(mach1)
preds_val = predict(mach1, Xtest)
mae = mean_absolute_error(preds_val, ytest)
return (mae)
end
# ╔═╡ 86f305e6-cb68-40ad-ad28-7bc313f30c5a
#candidate_max_leaf_nodes = [5, 25, 50, 100, 250, 500]
candidate_max_leaf_nodes = [5,6,7,8,9,10]
# ╔═╡ 0b62e0c7-881a-4380-8639-45eae471b996
scores = [get_mae(leaf_size, Xtrain, Xtest, ytrain, ytest) => leaf_size for leaf_size in candidate_max_leaf_nodes]
# ╔═╡ dfc723a4-dcf0-415c-8016-5e97c55c59f3
best_tree_size = (minimum(scores)).second
# ╔═╡ 6032152d-af3f-4cf0-99a7-bf6b878de5c4
final_model = Tree(min_samples_leaf = best_tree_size, rng = 123)
# ╔═╡ 7e0be6c3-3ff5-4445-af55-1e652611e0fa
final_mach = machine(final_model, X, y, scitype_check_level=0)
# ╔═╡ b21c53bc-429c-4e5d-ac91-44443127d8a0
fit!(final_mach)
# ╔═╡ 68040020-02b4-4218-8c8f-529e992c343d
ŷ = predict(final_mach, X)
# ╔═╡ c7b97e97-72e3-420f-94d4-140fd536b9f0
mean_absolute_error(ŷ, y)
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
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"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
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deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "5.10.1+6"
[[deps.TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3"
[[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"]
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
version = "1.0.1"
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deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.10.1"
[[deps.Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0"
[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
[[deps.TranscodingStreams]]
deps = ["Random", "Test"]
git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.9.11"
[[deps.URIs]]
git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.4.2"
[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
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git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
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[[deps.WeakRefStrings]]
deps = ["DataAPI", "InlineStrings", "Parsers"]
git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
version = "1.4.2"
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git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
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[[deps.Zlib_jll]]
deps = ["Libdl"]
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version = "1.2.13+0"
[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.4.0+0"
[[deps.nghttp2_jll]]
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uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
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[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"
"""
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