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ML725
Commit 4948f373 authored by SHREYANSH JAIN's avatar SHREYANSH JAIN
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corrected absolute error

parent f7409d2a
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Showing with 19392 additions and 19396 deletions
Assignment1/data/plot1/mae.log
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Assignment1/error.log
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Assignment1/main.py
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......@@ -37,13 +37,9 @@ def mean_absolute_gradient(xdata, ydata, weights):
guess = np.dot(xdata,weights)
samples = np.shape(guess)[0]
if np.sum(ydata-guess) < 0:
gradient = xdata.sum(axis=0)/samples
else:
gradient = -xdata.sum(axis=0)/samples
return gradient.T
signInfo = np.sign(guess-ydata)
gradient = np.dot(xdata.T,signInfo)/samples
return gradient
raise NotImplementedError
def mean_log_cosh_loss(xdata, ydata, weights):
......
Assignment1/prediction.csv
View file @ 4948f373
Changes suppressed. Click to show.
instance (id),count
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1509,65
1510,67
1511,0
1512,72
1513,0
1514,178
1515,384
1516,336
1517,421
1518,227
1519,545
1520,0
1521,423
1522,148
1523,231
1524,20
1525,120
1526,345
1512,112
1513,40
1514,154
1515,230
1516,237
1517,210
1518,154
1519,301
1520,16
1521,232
1522,119
1523,192
1524,43
1525,207
1526,245
1527,0
1528,415
1529,0
1530,263
1531,20
1532,0
1533,185
1534,0
1535,204
1536,94
1537,61
1538,226
1539,290
1540,209
1541,64
1542,50
1543,84
1544,320
1545,157
1546,357
1547,219
1548,173
1549,16
1550,215
1551,184
1552,156
1553,243
1554,211
1555,275
1556,261
1557,271
1558,245
1559,188
1560,52
1528,214
1529,65
1530,171
1531,52
1532,37
1533,164
1534,22
1535,155
1536,96
1537,109
1538,181
1539,210
1540,169
1541,91
1542,83
1543,113
1544,258
1545,148
1546,206
1547,185
1548,164
1549,49
1550,156
1551,129
1552,118
1553,191
1554,173
1555,123
1556,227
1557,233
1558,192
1559,162
1560,135
1561,0
1562,260
1563,318
1564,100
1565,199
1566,292
1567,266
1568,528
1569,200
1570,72
1571,332
1572,195
1573,0
1574,223
1575,218
1576,196
1577,207
1578,453
1579,213
1580,0
1581,480
1582,330
1583,305
1584,343
1585,230
1586,38
1587,255
1588,160
1589,182
1590,117
1591,496
1592,252
1593,197
1594,293
1595,255
1596,155
1597,200
1598,116
1599,463
1600,170
1601,230
1602,281
1603,83
1604,74
1605,311
1606,299
1607,0
1608,490
1609,317
1610,462
1611,263
1612,86
1613,297
1614,82
1615,28
1616,206
1617,17
1618,0
1619,35
1620,8
1621,231
1622,225
1623,395
1624,342
1625,0
1626,149
1627,106
1628,319
1629,303
1630,347
1631,209
1632,184
1633,174
1634,198
1635,189
1636,264
1637,340
1638,171
1639,86
1640,181
1641,470
1642,154
1643,216
1644,402
1645,291
1646,202
1647,0
1648,9
1649,236
1650,91
1651,271
1652,98
1653,543
1654,121
1655,14
1656,145
1657,71
1658,364
1659,0
1660,129
1661,247
1662,311
1663,0
1664,68
1665,17
1666,54
1562,162
1563,253
1564,111
1565,149
1566,237
1567,189
1568,297
1569,183
1570,92
1571,218
1572,144
1573,14
1574,171
1575,159
1576,173
1577,159
1578,234
1579,155
1580,70
1581,298
1582,241
1583,145
1584,256
1585,155
1586,64
1587,191
1588,134
1589,65
1590,120
1591,273
1592,112
1593,129
1594,256
1595,211
1596,124
1597,146
1598,172
1599,225
1600,145
1601,152
1602,215
1603,82
1604,143
1605,238
1606,220
1607,89
1608,268
1609,242
1610,262
1611,208
1612,97
1613,226
1614,166
1615,130
1616,177
1617,109
1618,20
1619,44
1620,51
1621,167
1622,179
1623,294
1624,269
1625,19
1626,141
1627,89
1628,232
1629,218
1630,172
1631,166
1632,149
1633,120
1634,184
1635,163
1636,218
1637,242
1638,163
1639,171
1640,147
1641,261
1642,138
1643,190
1644,210
1645,252
1646,159
1647,87
1648,30
1649,186
1650,181
1651,208
1652,112
1653,319
1654,125
1655,33
1656,106
1657,72
1658,254
1659,56
1660,202
1661,211
1662,243
1663,86
1664,65
1665,112
1666,63
1667,0
1668,19
1669,399
1670,56
1671,208
1672,138
1673,74
1674,377
1675,0
1676,399
1677,481
1678,98
1679,457
1680,275
1681,0
1682,479
1683,108
1684,64
1668,82
1669,180
1670,62
1671,136
1672,121
1673,108
1674,256
1675,23
1676,229
1677,274
1678,96
1679,235
1680,224
1681,16
1682,271
1683,79
1684,170
1685,131
1686,350
1687,66
1688,72
1689,18
1690,41
1691,267
1692,111
1693,131
1694,303
1695,62
1696,123
1697,34
1698,0
1699,307
1700,208
1701,267
1702,200
1703,280
1704,27
1705,294
1706,417
1707,0
1708,19
1709,290
1710,0
1711,194
1712,207
1713,148
1714,201
1715,0
1716,247
1717,277
1718,338
1719,55
1720,0
1721,0
1722,189
1723,231
1724,234
1725,207
1726,90
1727,329
1728,78
1729,252
1730,150
1731,442
1732,189
1733,90
1734,49
1735,339
1736,95
1737,0
1738,405
1739,227
1740,213
1741,31
1742,153
1743,153
1744,278
1745,133
1746,152
1747,228
1748,379
1749,213
1750,65
1751,14
1752,170
1753,13
1754,306
1755,282
1756,0
1757,270
1758,60
1759,142
1760,118
1686,239
1687,152
1688,108
1689,36
1690,70
1691,222
1692,169
1693,119
1694,212
1695,74
1696,116
1697,54
1698,32
1699,228
1700,148
1701,198
1702,143
1703,225
1704,56
1705,241
1706,219
1707,30
1708,52
1709,211
1710,97
1711,154
1712,146
1713,134
1714,185
1715,20
1716,190
1717,243
1718,170
1719,128
1720,82
1721,17
1722,122
1723,174
1724,173
1725,148
1726,138
1727,157
1728,93
1729,210
1730,115
1731,232
1732,171
1733,164
1734,75
1735,172
1736,108
1737,4
1738,216
1739,175
1740,192
1741,45
1742,126
1743,143
1744,240
1745,136
1746,147
1747,182
1748,277
1749,171
1750,110
1751,128
1752,141
1753,44
1754,223
1755,207
1756,102
1757,234
1758,87
1759,111
1760,115
1761,0
1762,320
1763,260
1764,96
1765,479
1766,468
1767,0
1768,52
1769,338
1770,70
1771,69
1772,269
1773,47
1774,425
1775,0
1776,231
1777,187
1778,16
1779,0
1780,357
1781,282
1782,76
1783,348
1784,319
1785,71
1786,434
1787,124
1788,144
1789,277
1790,87
1791,252
1792,149
1793,240
1794,141
1795,298
1796,340
1797,224
1798,335
1799,303
1800,129
1801,145
1802,34
1803,80
1804,175
1805,142
1806,340
1807,339
1808,100
1809,351
1810,26
1811,347
1812,189
1813,8
1814,128
1815,22
1816,383
1817,224
1818,288
1819,175
1820,173
1821,335
1822,283
1823,16
1824,186
1825,65
1826,361
1827,327
1828,261
1829,382
1830,0
1831,0
1832,14
1833,221
1834,218
1835,42
1836,321
1837,151
1838,192
1839,225
1840,107
1841,419
1842,172
1843,316
1844,279
1845,29
1846,207
1847,0
1848,522
1762,233
1763,192
1764,115
1765,272
1766,261
1767,36
1768,128
1769,243
1770,103
1771,175
1772,229
1773,70
1774,240
1775,4
1776,146
1777,125
1778,37
1779,2
1780,245
1781,201
1782,175
1783,163
1784,215
1785,102
1786,244
1787,116
1788,191
1789,220
1790,168
1791,203
1792,152
1793,168
1794,120
1795,221
1796,245
1797,138
1798,241
1799,230
1800,93
1801,126
1802,80
1803,122
1804,139
1805,107
1806,256
1807,155
1808,111
1809,240
1810,45
1811,232
1812,181
1813,26
1814,121
1815,43
1816,225
1817,209
1818,210
1819,149
1820,158
1821,253
1822,209
1823,58
1824,149
1825,106
1826,174
1827,260
1828,222
1829,282
1830,19
1831,78
1832,41
1833,165
1834,159
1835,125
1836,233
1837,142
1838,182
1839,177
1840,177
1841,238
1842,157
1843,256
1844,233
1845,77
1846,176
1847,37
1848,299
1849,0
1850,24
1851,347
1852,210
1853,282
1854,299
1855,454
1856,157
1857,498
1858,101
1859,128
1860,340
1861,0
1862,257
1863,195
1864,77
1865,72
1866,327
1867,67
1868,0
1869,279
1870,450
1871,229
1872,359
1873,138
1874,463
1875,117
1876,244
1877,227
1878,370
1879,331
1880,70
1881,351
1882,106
1883,106
1884,37
1885,33
1886,56
1887,306
1888,79
1889,348
1890,273
1891,0
1892,134
1893,80
1894,172
1895,0
1850,107
1851,291
1852,187
1853,219
1854,213
1855,238
1856,133
1857,280
1858,111
1859,131
1860,248
1861,95
1862,243
1863,136
1864,88
1865,81
1866,222
1867,113
1868,33
1869,229
1870,258
1871,179
1872,252
1873,143
1874,257
1875,128
1876,218
1877,194
1878,277
1879,223
1880,101
1881,240
1882,136
1883,88
1884,77
1885,50
1886,76
1887,212
1888,168
1889,233
1890,196
1891,35
1892,139
1893,90
1894,130
1895,60
1896,85
1897,85
1898,84
1899,368
1900,316
1901,85
1902,230
1903,301
1904,224
1905,406
1906,283
1907,395
1908,86
1909,46
1910,321
1911,247
1897,76
1898,146
1899,262
1900,213
1901,156
1902,160
1903,208
1904,188
1905,216
1906,237
1907,299
1908,177
1909,57
1910,228
1911,175
1912,171
1913,125
1914,222
1915,0
1916,77
1917,206
1918,29
1919,281
1920,175
1913,105
1914,163
1915,18
1916,120
1917,150
1918,70
1919,233
1920,136
1921,0
1922,319
1923,337
1924,12
1925,108
1926,41
1927,443
1928,508
1929,250
1930,78
1931,400
1932,70
1933,48
1934,361
1935,298
1936,389
1937,382
1938,350
1939,68
1940,0
1941,252
1942,230
1943,61
1944,0
1945,0
1946,82
1947,279
1948,427
1949,131
1950,21
1951,0
1952,109
1953,153
1954,68
1955,250
1956,60
1957,28
1958,328
1959,0
1960,49
1961,277
1962,317
1963,526
1964,246
1965,255
1966,119
1967,367
1968,287
1969,0
1970,150
1971,0
1922,263
1923,264
1924,26
1925,93
1926,67
1927,237
1928,290
1929,222
1930,108
1931,287
1932,59
1933,64
1934,195
1935,193
1936,284
1937,183
1938,269
1939,71
1940,23
1941,215
1942,189
1943,174
1944,18
1945,5
1946,180
1947,212
1948,250
1949,104
1950,108
1951,9
1952,93
1953,132
1954,179
1955,203
1956,105
1957,119
1958,264
1959,72
1960,85
1961,242
1962,252
1963,282
1964,203
1965,201
1966,131
1967,179
1968,209
1969,24
1970,138
1971,12
1972,0
1973,186
1974,391
1975,245
1976,374
1977,360
1978,321
1979,382
1980,224
1981,23
1982,238
1973,149
1974,207
1975,159
1976,274
1977,270
1978,241
1979,272
1980,168
1981,34
1982,221
1983,0
1984,238
1985,246
1986,33
1987,105
1988,296
1989,120
1990,0
1991,85
1992,288
1993,494
1994,146
1995,36
1996,95
1997,228
1998,297
1999,78
2000,171
1984,189
1985,224
1986,66
1987,118
1988,230
1989,112
1990,13
1991,114
1992,223
1993,296
1994,158
1995,46
1996,77
1997,201
1998,213
1999,83
2000,134
2001,126
2002,0
2003,38
2004,0
2005,156
2006,169
2007,157
2008,310
2009,165
2010,303
2011,55
2012,315
2013,253
2014,373
2015,128
2016,89
2017,109
2018,466
2019,7
2020,160
2021,248
2022,272
2023,342
2024,0
2025,323
2026,194
2027,0
2028,199
2029,426
2030,174
2031,318
2032,188
2033,278
2034,198
2035,218
2036,43
2037,197
2038,0
2039,174
2040,277
2041,23
2042,388
2043,297
2044,123
2045,64
2046,326
2002,27
2003,50
2004,26
2005,148
2006,161
2007,116
2008,141
2009,138
2010,244
2011,69
2012,143
2013,196
2014,277
2015,142
2016,193
2017,104
2018,257
2019,45
2020,153
2021,201
2022,189
2023,222
2024,6
2025,221
2026,137
2027,18
2028,135
2029,241
2030,150
2031,245
2032,167
2033,235
2034,155
2035,181
2036,78
2037,163
2038,39
2039,181
2040,198
2041,42
2042,200
2043,259
2044,100
2045,84
2046,264
2047,0
2048,421
2049,470
2050,339
2051,62
2048,243
2049,281
2050,276
2051,69
2052,0
2053,119
2054,197
2055,0
2056,216
2057,11
2058,399
2059,90
2060,110
2061,23
2062,62
2063,54
2064,249
2065,264
2066,232
2067,74
2068,0
2069,52
2070,317
2071,9
2072,355
2073,34
2074,316
2075,208
2076,355
2077,180
2078,263
2079,196
2080,310
2081,332
2082,474
2083,134
2084,111
2085,501
2086,182
2087,64
2088,78
2089,19
2090,63
2091,14
2092,56
2093,408
2094,393
2095,319
2096,0
2097,425
2098,19
2099,439
2100,0
2101,324
2053,195
2054,139
2055,55
2056,144
2057,52
2058,232
2059,106
2060,195
2061,48
2062,86
2063,165
2064,180
2065,189
2066,184
2067,79
2068,41
2069,145
2070,255
2071,41
2072,171
2073,41
2074,221
2075,142
2076,280
2077,166
2078,202
2079,180
2080,238
2081,169
2082,282
2083,157
2084,108
2085,268
2086,167
2087,156
2088,175
2089,65
2090,78
2091,40
2092,40
2093,214
2094,287
2095,233
2096,23
2097,228
2098,107
2099,222
2100,4
2101,215
2102,0
2103,183
2104,265
2105,248
2106,144
2107,157
2108,458
2109,225
2110,259
2111,81
2112,158
2113,0
2114,72
2115,536
2116,65
2117,46
2118,309
2119,70
2120,61
2121,143
2122,200
2123,66
2124,187
2125,182
2126,401
2127,115
2128,74
2129,28
2130,131
2131,110
2132,251
2133,50
2134,147
2135,270
2136,226
2137,134
2138,496
2139,255
2140,284
2141,96
2142,354
2143,409
2144,0
2145,106
2146,178
2147,216
2148,300
2149,138
2150,230
2151,0
2152,525
2153,308
2154,289
2155,236
2156,288
2157,178
2158,207
2159,136
2160,233
2161,253
2162,466
2163,0
2164,0
2165,265
2166,286
2167,312
2168,429
2169,214
2170,314
2171,274
2172,420
2173,11
2174,280
2175,38
2176,367
2177,322
2178,231
2179,428
2180,19
2181,273
2103,142
2104,239
2105,182
2106,145
2107,103
2108,228
2109,178
2110,214
2111,89
2112,121
2113,38
2114,83
2115,284
2116,160
2117,67
2118,151
2119,80
2120,86
2121,110
2122,147
2123,83
2124,160
2125,135
2126,276
2127,101
2128,162
2129,126
2130,109
2131,196
2132,191
2133,76
2134,118
2135,224
2136,176
2137,188
2138,258
2139,180
2140,248
2141,99
2142,251
2143,271
2144,36
2145,131
2146,158
2147,154
2148,252
2149,103
2150,212
2151,36
2152,274
2153,238
2154,229
2155,193
2156,226
2157,117
2158,161
2159,118
2160,171
2161,200
2162,242
2163,53
2164,22
2165,226
2166,241
2167,245
2168,217
2169,179
2170,197
2171,210
2172,214
2173,38
2174,220
2175,106
2176,237
2177,261
2178,176
2179,217
2180,43
2181,224
2182,0
2183,464
2184,117
2185,283
2186,95
2187,84
2188,250
2189,525
2190,13
2191,0
2192,322
2193,139
2194,54
2195,213
2196,304
2197,161
2198,465
2199,479
2200,205
2201,114
2202,98
2203,40
2204,333
2205,146
2206,17
2207,213
2208,0
2209,211
2210,148
2211,88
2212,233
2213,397
2214,242
2215,9
2216,52
2217,60
2218,144
2219,272
2220,392
2221,0
2222,271
2223,263
2224,39
2225,248
2226,24
2227,293
2228,72
2229,244
2230,157
2231,0
2232,282
2233,0
2234,55
2235,52
2236,261
2237,422
2238,286
2239,263
2240,179
2241,501
2242,321
2243,290
2244,381
2245,73
2246,287
2247,307
2248,259
2249,411
2250,0
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