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Trying to write code that's smarter than me

Alexander Reisach Scriddie

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Trying to write code that's smarter than me
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Scriddie / lin_reg_result.sql
Last active July 24, 2019 11:34
lin_reg_result
# Find coefficients as XtX_inverse * XtY
select round(sum(XtX_inverse.value * XtY.value), 4) coefficients
from XtX_inverse
join XtY
on XtX_inverse.row_num = XtY.row_num
group by XtX_inverse.col_num, XtY.col_num;
@Scriddie
Scriddie / inverse_matrix.sql
Last active July 24, 2019 12:55
inverse_matrix
# @author https://github.com/agemcipe
# Calculate inverse of X * X
create table XtX_inverse (row_num int, col_num int, value float);
insert into XtX_inverse
select mat_pos.col_num as row_num # transponse
, mat_pos.row_num as col_num
, (1 / @determinant) * power(-1, mat_pos.row_num + mat_pos.col_num) *
(mat_1.value * mat_4.value - mat_2.value
@Scriddie
Scriddie / determinant.sql
Last active May 2, 2021 18:29
determinant
# Calculate determinant of X * X
select @determinant := sum(product * product_sign)
from (
select (xtx_1.value * xtx_2.value * xtx_3.value)
product
# we need to weight the row_numbers according to the inverse of their natural order
# to estimate degree of permutation
, power(-1, dense_rank() over(
order by 3 * xtx_1.row_num + 2 * xtx_2.row_num + 1 * xtx_3.row_num) - 1)
@Scriddie
Scriddie / mat_mult.sql
Last active July 24, 2019 11:32
mat_mult
# Calculate X * X
create table XtX (row_num int, col_num int, value int);
insert into XtX
select f1.col_num row_num
, f2.col_num col_num
, sum(f1.feature_value * f2.feature_value) value
from features f1
join features f2
on f1.row_num = f2.row_num
@Scriddie
Scriddie / labels.csv
Last active July 24, 2019 09:35
labels_long_table
row_num col_num label_value
2 1 11
3 1 20
4 1 33
5 1 50
@Scriddie
Scriddie / features_long_table.csv
Created July 23, 2019 18:50
features_long_table
row_num col_num feature_value
1 1 1
2 1 1
3 1 1
4 1 1
5 1 1
1 2 1
2 2 2
3 2 3
4 2 4
intercept feature1 feature2
1 1 1
1 2 4
1 3 9
1 4 16
1 5 25