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random_forests_01x03.jl
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random_forests_01x03.jl
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### A Pluto.jl notebook ###
# v0.19.22
using Markdown
using InteractiveUtils
# ╔═╡ ae3673a0-b2f1-11ed-19fb-6344a6127e80
using DataFrames, CSV, MLJ, MLJDecisionTreeInterface
# ╔═╡ 2ca18a68-072b-47aa-814b-66d49eeb3c72
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];
# Split into validation and training data
(Xtrain, Xtest), (ytrain, ytest) = partition((X, y), 0.8, rng=123, multi=true);
# Specify Model
Tree = @load DecisionTreeRegressor pkg=DecisionTree verbosity=0
iowa_model = Tree()
mach = machine(iowa_model, Xtrain, ytrain, scitype_check_level=0)
# Fit Model
fit!(mach, verbosity = 0)
val_predictions = predict(mach, Xtest)
val_mae = mean_absolute_error(val_predictions, ytest)
println("Validation MAE when not specifying max_leaf_nodes: $(round(Int, val_mae))")
# Using best value for max_leaf_nodes
iowa_model = Tree(min_samples_leaf=5, rng=1)
mach = machine(iowa_model, Xtrain, ytrain, scitype_check_level=0)
fit!(mach, verbosity = 0)
val_predictions = predict(mach, Xtest)
val_mae = mean_absolute_error(val_predictions, ytest)
println("Validation MAE for best value of max_leaf_nodes: $(round(Int, val_mae))")
end
# ╔═╡ 738b523c-9fa2-4e8d-9300-bc5e9abff6c1
Forest = @load RandomForestRegressor pkg=DecisionTree verbosity=0
# ╔═╡ 6836009c-6eb4-40df-8c9f-5d9a95e9d2de
forest = Forest()
# ╔═╡ 4bd5e77b-cd85-4b67-9ff7-dc66f9ffb9a1
rf_model = machine(forest, Xtrain, ytrain, scitype_check_level=0)
# ╔═╡ ac139e94-d6cd-4c0b-b5d1-dc04f22492ba
fit!(rf_model)
# ╔═╡ 4e728760-dfad-42f4-9e82-c6c187854b4d
rf_val_predictions = predict(rf_model, Xtest)
# ╔═╡ 6684f789-1f7f-4cd3-801a-a7e07e95137e
rf_val_mae = mean_absolute_error(rf_val_predictions, ytest)
# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
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MLJDecisionTreeInterface = "c6f25543-311c-4c74-83dc-3ea6d1015661"
"""
# ╔═╡ 00000000-0000-0000-0000-000000000002
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git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
version = "1.0.1"
[[deps.Tables]]
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"
[[deps.UnPack]]
git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
version = "1.0.2"
[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
[[deps.WeakRefStrings]]
deps = ["DataAPI", "InlineStrings", "Parsers"]
git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
version = "1.4.2"
[[deps.WorkerUtilities]]
git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
version = "1.6.1"
[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
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]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.48.0+0"
[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"
"""
# ╔═╡ Cell order:
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# ╠═4bd5e77b-cd85-4b67-9ff7-dc66f9ffb9a1
# ╠═ac139e94-d6cd-4c0b-b5d1-dc04f22492ba
# ╠═4e728760-dfad-42f4-9e82-c6c187854b4d
# ╠═6684f789-1f7f-4cd3-801a-a7e07e95137e
# ╟─00000000-0000-0000-0000-000000000001
# ╟─00000000-0000-0000-0000-000000000002