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: 10

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: pantsbuild/pants
Commit Name: 7c3f95d1505944f54c998f27f144d4dcb8968477
Time: 2013-11-25
Author: benjy@foursquare.com
File Name: src/python/twitter/pants/tasks/benchmark_run.py
Class Name: BenchmarkRun
Method Name: __init__


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: pantsbuild/pants
Commit Name: 0ae83e5eea0c5df1423be7c34db26c203d5f51de
Time: 2013-11-07
Author: pl@foursquare.com
File Name: src/python/twitter/pants/tasks/benchmark_run.py
Class Name: BenchmarkRun
Method Name: __init__