Post on 22-May-2020
transcript
page 22
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 26
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 27
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 35
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 36
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 37
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 39
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 41
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 46
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 47
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 3.1 An iris and its parts.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 58
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 87
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 93
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 96
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 118
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 121
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 123
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 135
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 138
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 141
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 152
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 153
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 155
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 167
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 176
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 177
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 178
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 180
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 185
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 187
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 189
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 191
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 192
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 193
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 194
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 196
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 197
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 197
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 199
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 201
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 216
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 217
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 219
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 220
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 222
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 223
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 227
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 228
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 229
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 231
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 242
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 247
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 248
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 250
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 251
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 252
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 254
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 255
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 256
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 257
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 258
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 264
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 264
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 267
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 268
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 269
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 277
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 278
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 281
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 284
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 285
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 286
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 289
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 298
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 302
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 303
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 304
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 305
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 308
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 309
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 312
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 317
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 326
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 327
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 328
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 330
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 342
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 351
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 352
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 353
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 354
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 355
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 355
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 365
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 401
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 402
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 404
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 418
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 419
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 421
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 429
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 429
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 430
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 431
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 433
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 435
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 436
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 437
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 443
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 446
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 447
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 448
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 450
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 453
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 460
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 461
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 479
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 480
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 483
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 14.2 Graphical view of steps in of our image labeling system.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 14.3 Extracting local visual words from the images.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 14.4 Creating the global vocabulary.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 14.5 Translating local words to the global vocabulary.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 14.6 Collecting global vocabulary counts as histograms.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
Figure 14.7 Associating the histograms with a category.
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 493
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 498
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 499
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 506
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 522
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.
page 525
From Machine Learning with Python for Everyone by Mark E. Fenner (ISBN-13: 9780134845623) Copyright © 2020 Pearson Education, Inc. All rights reserved.