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resize part2 nb
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a-mhamdi committed Dec 24, 2024
1 parent dcf0d75 commit d00f16a
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15 changes: 1 addition & 14 deletions Codes/Julia/Part-2/Pluto/kmeans.jl
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ end
# ╔═╡ c0445977-65af-4368-9e64-91ee2db27a53
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ dfd07be0-e12e-41ed-837a-ff2b58a2db01
Expand Down Expand Up @@ -122,18 +122,6 @@ scatter(ss, income, marker_z=y, color=:winter, legend=false)
# ╔═╡ 63df9627-b143-4778-8c78-adc048cdfb91
scatter!(centroids[1,:], centroids[2,:], color=:red, labels=['1', '2', '3', '4', '5'])

# ╔═╡ 47d02dac-fb2c-4b4f-a683-0f5ff33ac8d1
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═838a220d-c8f5-42aa-a3f4-a33ffe00900d
# ╠═89420f6d-b069-4b06-8f0f-cca5a00accad
Expand Down Expand Up @@ -167,4 +155,3 @@ html"""
# ╠═4ace1040-67c4-4d22-b0fb-3626d672f9aa
# ╠═33420260-2033-4e31-a804-bfe4a55be9f4
# ╠═63df9627-b143-4778-8c78-adc048cdfb91
# ╟─47d02dac-fb2c-4b4f-a683-0f5ff33ac8d1
17 changes: 2 additions & 15 deletions Codes/Julia/Part-2/Pluto/knn.jl
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ end
# ╔═╡ cebea174-69cc-420f-95e4-da9577115d25
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ 48ab2092-42c3-410f-b428-242eb6449c11
Expand Down Expand Up @@ -69,7 +69,7 @@ schema(df)
md"Unpack features & target"

# ╔═╡ 1070caa5-2781-4bfd-b948-8be52a467a35
target, features = unpack(df, ==(:Purchased))
target, features = unpack(df, ==(:Purchased));

# ╔═╡ 08b855d9-2c72-48bb-9019-291b7fa4bad0
md"Scatter plot"
Expand Down Expand Up @@ -152,18 +152,6 @@ md"We can estimate the performance of `pipe` through the `evaluate!` command."
# ╔═╡ cb828c5d-0111-44a1-8780-f5d73bea404a
evaluate!(pipe, operation=predict)

# ╔═╡ 9d207775-f9b0-4c8f-9315-27198ee04275
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═4df16c37-19d8-4cc8-8df5-9ea4b91e986a
# ╠═2d2ad47c-e8c9-4420-a527-fe74ed9cd99f
Expand Down Expand Up @@ -206,4 +194,3 @@ html"""
# ╠═520e304b-75e8-44ac-8928-84daa9e361af
# ╠═86d91133-26ec-4272-9a1d-e6b1d2fe2b2c
# ╠═cb828c5d-0111-44a1-8780-f5d73bea404a
# ╟─9d207775-f9b0-4c8f-9315-27198ee04275
17 changes: 2 additions & 15 deletions Codes/Julia/Part-2/Pluto/logistic-regression.jl
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ using InteractiveUtils
# ╔═╡ 6e6d37c7-5f08-446a-a7e4-163b496bcfd4
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ 7e8e0022-0faa-4efb-b1c3-1441c5945a0e
Expand Down Expand Up @@ -63,7 +63,7 @@ schema(df)
md"Unpack features & target"

# ╔═╡ 3608be3e-0071-4ce1-bb7e-4e3a517fa464
target, features = unpack(df, ==(:Purchased))
target, features = unpack(df, ==(:Purchased));

# ╔═╡ 95342bc5-d184-47f0-abc3-cd6e782c4a0a
md"Scatter plot"
Expand Down Expand Up @@ -152,18 +152,6 @@ md"We can estimate, more elegantly, the performance of `pipe` through the `evalu
# ╔═╡ 16a470ab-9ad5-4a4b-a48c-dfcbf519a02a
evaluate!(pipe, operation=predict)

# ╔═╡ e5d8346c-6354-447d-99bf-b92a353a8a00
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═a037e28a-71ac-4556-bbe8-6dd888904aae
# ╠═0b7e3ad5-a41e-43ce-9588-c53d98428bb2
Expand Down Expand Up @@ -208,4 +196,3 @@ html"""
# ╠═d44e7db0-7b71-4710-a6ee-4aebdfaf2eab
# ╠═94bee8c9-e012-446b-a548-4199b21af287
# ╠═16a470ab-9ad5-4a4b-a48c-dfcbf519a02a
# ╟─e5d8346c-6354-447d-99bf-b92a353a8a00
15 changes: 1 addition & 14 deletions Codes/Julia/Part-2/Pluto/ml-workflows.jl
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ using InteractiveUtils
# ╔═╡ e75026f1-f5e4-48a1-b9c4-d65a19dfdd9d
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ 60c276fa-3605-4cc0-9805-ca331b5892a5
Expand Down Expand Up @@ -155,18 +155,6 @@ Xtrain.Salary = MLJ.transform(sc_salary, Xtrain.Salary)
# ╔═╡ 092355f9-6b62-4062-8687-0d4bb1e9c235
Xtest.Salary = MLJ.transform(sc_salary, Xtest.Salary)

# ╔═╡ 09a2cb38-a2ac-4d40-8d01-7ede680510a2
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═aa831e6c-66db-4884-90a4-3184bd540781
# ╠═4ff29318-5d25-4909-adc6-3a2a8bc578b8
Expand Down Expand Up @@ -207,4 +195,3 @@ html"""
# ╠═ccee508e-ec60-46c8-88b8-b292a66bd6e7
# ╠═e1859e5d-1d83-4461-86c1-8f032f09205e
# ╠═092355f9-6b62-4062-8687-0d4bb1e9c235
# ╟─09a2cb38-a2ac-4d40-8d01-7ede680510a2
15 changes: 1 addition & 14 deletions Codes/Julia/Part-2/Pluto/multivariable-regression.jl
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@ using InteractiveUtils
# ╔═╡ 47d72653-b058-43bd-8add-255c6a030da5
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ ca65a07e-e2b9-4fdd-a775-e47af2cbfbd4
Expand Down Expand Up @@ -197,18 +197,6 @@ yhat_en = predict(en, Xtest)
# ╔═╡ b1e3685c-659c-42b4-ab5d-591f3337eb71
println("Error is $(sum((yhat_en .- ytest).^2) ./ length(ytest))")

# ╔═╡ cd69639b-17a0-4dcb-8a21-ca66291d82ba
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═0695ea0e-6206-453b-8df3-7561957fddd7
# ╠═d9d6bcc4-5983-4355-bad2-678f21703572
Expand Down Expand Up @@ -270,4 +258,3 @@ html"""
# ╠═133540b0-464e-469d-90d2-5e44c804bdda
# ╠═c49e6e0e-ea7e-458f-8cc4-91fed0c52d87
# ╠═b1e3685c-659c-42b4-ab5d-591f3337eb71
# ╟─cd69639b-17a0-4dcb-8a21-ca66291d82ba
15 changes: 1 addition & 14 deletions Codes/Julia/Part-2/Pluto/polynomial-regression.jl
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@ end
# ╔═╡ 012037ab-71b5-4435-a083-6560d60c8255
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ 29fb345c-2085-45d8-b71a-1b71bca8d140
Expand Down Expand Up @@ -140,18 +140,6 @@ begin
scatter!(x.Level[train], yhat, label="ŷ(t)")
end

# ╔═╡ a64d10e5-9b0e-4583-b29a-b4d44c634796
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═7f6a4804-ac54-4b25-83da-eca14319e7ab
# ╠═b0548d1d-8d27-4638-8d7f-999d81935219
Expand Down Expand Up @@ -186,4 +174,3 @@ html"""
# ╠═58bc41c1-f0b1-4a5c-aa69-b5392fc1de74
# ╠═8abfe033-41aa-40da-a78d-1734529eabf9
# ╠═cde54b7f-5d41-4cde-9381-ac97f9d0ab07
# ╟─a64d10e5-9b0e-4583-b29a-b4d44c634796
15 changes: 1 addition & 14 deletions Codes/Julia/Part-2/Pluto/simple-regression-1.jl
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,7 @@ using InteractiveUtils
# ╔═╡ b3e9d378-0277-4219-b8e6-ff9caef39725
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ f9c34383-95c7-4e4b-a5e6-aaf661197b30
Expand Down Expand Up @@ -115,18 +115,6 @@ begin
scatter!(xtest, yhat, label=:none)
end

# ╔═╡ 3af7120e-86ff-4cd8-879e-bfd6390c0302
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═7d95bf75-ebf9-49a8-813c-17bf24ad2c1d
# ╠═97c1a7c2-fb03-4463-aa4e-a16bccc94597
Expand Down Expand Up @@ -159,4 +147,3 @@ html"""
# ╠═29bdd18a-68d4-4e55-89af-d03400bb36aa
# ╠═292c1ce0-662d-4979-8b7a-123b5ec06bbc
# ╠═d91aa4dd-0cdf-4bbc-978c-c5e79cfa9b1d
# ╟─3af7120e-86ff-4cd8-879e-bfd6390c0302
15 changes: 1 addition & 14 deletions Codes/Julia/Part-2/Pluto/simple-regression-2.jl
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@ using InteractiveUtils
# ╔═╡ 1d7288e7-b999-46ba-8610-a24719fb05e0
begin
cd(@__DIR__)
import Pkg; Pkg.activate("..")
import Pkg; Pkg.activate(".."); Pkg.status()
end

# ╔═╡ ed5ffc0a-66ef-477d-ba51-eeaaeca3db37
Expand Down Expand Up @@ -95,18 +95,6 @@ scatter(xtest, ytest, label=:none)
# ╔═╡ 130a1a0b-7f1d-44ef-8c6f-f5deef194ea6
scatter!(xtest, yhat, label=:none)

# ╔═╡ b323e3ae-781a-44c5-9caa-70bb8e7d0e36
html"""
<style>
main {
margin: 0 auto;
max-width: 2000px;
padding-left: max(160px, 10%);
padding-right: max(160px, 10%);
}
</style>
"""

# ╔═╡ Cell order:
# ╠═259f3256-e07b-4e3b-bdda-f61b1b6dd808
# ╠═8b0d9203-17ab-4004-8123-031f86fcb097
Expand Down Expand Up @@ -135,4 +123,3 @@ html"""
# ╠═500c799e-1749-4803-b6b6-94df60741fb6
# ╠═783cf935-9051-4113-9b8a-8aa18042e977
# ╠═130a1a0b-7f1d-44ef-8c6f-f5deef194ea6
# ╟─b323e3ae-781a-44c5-9caa-70bb8e7d0e36

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