874382bfb96b92dcfdd6326ba83c54ad1e9d42f2,codes/2-basics_in_machine_learning/linear_regression/code/linear_regression.py,,,#,11

Before Change



// Data file provided by the Stanford course CS 20SI: TensorFlow for Deep Learning Research.
// https://github.com/chiphuyen/tf-stanford-tutorials
DATA_FILE = os.path.join(os.path.dirname(os.path.abspath(__file__)),"data/fire_theft.xls")

// read the data from the .xls file.
book = xlrd.open_workbook(DATA_FILE, encoding_override="utf-8")
sheet = book.sheet_by_index(0)
data = np.asarray([sheet.row_values(i) for i in range(1, sheet.nrows)])
num_samples = sheet.nrows - 1

After Change


XX = np.arange(n)
rs = check_random_state(0)
YY = rs.randint(-20, 20, size=(n,)) + 2.0 * XX
data = np.stack([XX,YY], axis=1)

//////////////////////////////////////////////
//// Defining flags //////////
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 7

Instances


Project Name: astorfi/TensorFlow-World
Commit Name: 874382bfb96b92dcfdd6326ba83c54ad1e9d42f2
Time: 2017-06-26
Author: amirsina.torfi@gmail.com
File Name: codes/2-basics_in_machine_learning/linear_regression/code/linear_regression.py
Class Name:
Method Name:


Project Name: r9y9/wavenet_vocoder
Commit Name: ee5e88bc0446986f6bc74080835e0566856d0e79
Time: 2019-09-07
Author: zryuichi@gmail.com
File Name: setup.py
Class Name:
Method Name:


Project Name: SeldonIO/seldon-core
Commit Name: 1fdb8d37b18001ae5c78aa69790c10517840ca71
Time: 2020-11-17
Author: axsauze@gmail.com
File Name: examples/models/cpp/simple-sum/setup.py
Class Name:
Method Name:


Project Name: astorfi/TensorFlow-World
Commit Name: 874382bfb96b92dcfdd6326ba83c54ad1e9d42f2
Time: 2017-06-26
Author: amirsina.torfi@gmail.com
File Name: codes/2-basics_in_machine_learning/linear_regression/code/linear_regression.py
Class Name:
Method Name: