-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathmasters.html
709 lines (655 loc) · 28.4 KB
/
masters.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
<!DOCTYPE HTML>
<!--
Directive by HTML5 UP
html5up.net | @ajlkn
Free for personal and commercial use under the CCA 3.0 license (html5up.net/license)
-->
<html>
<head>
<title>Tomi Illes</title>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, user-scalable=no" />
<link rel="stylesheet" href="assets/css/main.css" />
<link rel="icon" href="images/avatar_new_favicon.png">
</head>
<body class="is-preload">
<!-- Wrapper-->
<div id="wrapper">
<!-- Header -->
<!-- Main -->
<div id="main" class="projects">
<script>
function goBack() {
window.location.href = "index.html#work";
// $("#go_to_work").click();
// $('html, body').animate({scrollTop: $("#work").offset().top - 200}, 400);
}
</script>
<script>
function changecolor(item) {
item.style.color = "#FFCC00";
setTimeout(function () {
item.style.color = "#6e6e6e";
}, 1800);
}
</script>
<script>
function addborder(item) {
let userAgentString = navigator.userAgent;
let chromeAgent = userAgentString.indexOf("Chrome") > -1;
let safariAgent = userAgentString.indexOf("Safari") > -1;
if ((chromeAgent) && (safariAgent)) safariAgent = false;
console.log(safariAgent);
if (safariAgent == true) {
item.style.border = "3px solid #FFCC00";
item.style.borderRadius = "10px";
} else {
item.style.border = "2px solid #FFCC00";
item.style.borderRadius = "25px";
}
}
</script>
<script>
function removeborder(item) {
item.style.border = "2px solid #ffcc0000"
}
</script>
<script>
function playpause(item) {
if (item.paused) {
item.play();
} else {
item.pause();
}
}
</script>
<a href="#" onclick="goBack()" class="clean backbutton">
<i class="far fa-arrow-alt-circle-left"></i>
</a>
<div id="home" class=" container">
<section>
<div class="skills_content">
<div>
<h3 class='hardskills'>Master's final project</h3>
<h5>The extraction of musical instruments from bachata songs<br> using semantic segmentation
for audio source separation</h5>
<p class="project_cat_masters"><i>CNN / Semantic Segmentation / Meta-learning / Signal
Processing / STFT / PyTorch</i></p>
</div>
<div class="columns is-centered">
<div class="column sidepad">
<p>Could we teach a machine to separate the individual instruments within a bachata
(genre of latin music) song, given its typical instruments, polyrhythms and section
structure?
In this project this is what we attempted to do. To test our hypothesis and model
idea, first we studied a much simpler problem using the MNIST dataset: extract a
number (e.g. 5) given that it is present in a mixture of numbers (i.e. 5,1,3,9 drawn
on top of one another).
After successfully solving this problem with high accuracy, using U-Net architecture
and semantic-segmentation, we moved this model structure to our original, more
complex but highly similar problem, using audio domain.
Our dataset was a large collection of 4/8 beat-long-loops of individual instruments
played at particular sections within bachata songs (e.g. intro, chorus, verse,
bridge, outro).
The preprocessing and data preparation phase included selecting, sorting and
organising the right loops, followed by resampling and normalising the clips by
shrinking/expanding them using Fast Fourier Transform so that they all have
universal length/tempo (BPM) and can be used for ML purposes.
The model had 3 input clips: a mixture, the ground truth (present in the mixture),
and the target (same kind as but different to the target). Their spectrograms were
produced using STFT and a heatmap and fed into our U-Net like CNN.
Essentially our goal was to find a target-like pattern in the mixture and compute
the loss by comparing it to the ground truth pattern.
Having the mixture, target and ground truth clips chosen randomly, we could build
our input data on the fly. Once we achieved high enough performance, we moved on to
testing it on real bachata songs.
Careful preprocessing was needed on real songs in order to feed them to our model:
beat tracking to split a song into clips of 4 beats, resampling,
stretching/shrinking, STFT and heatmap to produce the input spectrograms.
The predicted clips were then stretched/shrank back to their original tempo and
concatenated to form the full-song-length extracted instrument.
<br><br>
<i>
Further improvements to be done: implement a GAN for more defined predictions,
possible residual blocks in the U-Net, training the model on original audio
quality,
examine the louder starting beat in the audio clips, estimate the downbeat
locations
instead of standard beat locations to resolve issues on songs that have intro.
</i>
</p>
</div>
</div>
<div class="columns is-centered">
<div id="botpad" class="column ">
<a href="projects/projectpaper.pdf" target="_blank" class="clean">
<h6 class="link_class"><b> PROJECT PAPER (PDF)</b></h6>
</a>
</div>
<div id="botpad" class="column ">
<a href="projects/POSTER.pdf" target="_blank" class="clean">
<h6 class="link_class"><b>POSTER (PDF)</b></h6>
</a>
</div>
<div id="botpad" class="column ">
<a href="https://github.com/tomilles/masters_project" target="_blank" class="clean">
<h6 class="link_class"><b>CODE (github)</b></h6>
</a>
</div>
</div>
<div class="columns is-centered">
<div id="botpad" class="column ">
<h5 style="padding-bottom: 10px;">RESULTS: NUMBER MODEL</h5>
<img class="legend" src="projects/pics/legend.png" loading="lazy" />
<img class="numbers" src="projects/pics/iteration_500.png" loading="lazy" />
<img class="numbers" src="projects/pics/iteration_2500.png" loading="lazy" />
<img class="numbers" src="projects/pics/iteration_5000.png" loading="lazy" />
<img class="numbers" src="projects/pics/iteration_7500.png" loading="lazy" />
</div>
</div>
<div class=" is-centered">
<div id="botpad" class="column sidepad">
<h5 style="padding-bottom: 10px;">RESULTS: AUDIO MODEL</h5>
<audio id="ex1_mix" src="/projects/sample_clips/example1/mix.wav"></audio>
<audio id="ex1_bass_pred" src="/projects/sample_clips/example1/bass_pred.wav"></audio>
<audio id="ex1_bass_true" src="/projects/sample_clips/example1/bass_true.wav"></audio>
<audio id="ex1_bongo_pred" src="/projects/sample_clips/example1/bongo_pred.wav"></audio>
<audio id="ex1_bongo_true" src="/projects/sample_clips/example1/bongo_true.wav"></audio>
<audio id="ex1_guira_pred" src="/projects/sample_clips/example1/guira_pred.wav"></audio>
<audio id="ex1_guira_true" src="/projects/sample_clips/example1/guira_true.wav"></audio>
<audio id="ex1_guitar_pred"
src="/projects/sample_clips/example1/guitar_pred.wav"></audio>
<audio id="ex1_guitar_true"
src="/projects/sample_clips/example1/guitar_true.wav"></audio>
<audio id="ex2_mix" src="/projects/sample_clips/example2/mix.wav"></audio>
<audio id="ex2_bass_pred" src="/projects/sample_clips/example2/bass_pred.wav"></audio>
<audio id="ex2_bass_true" src="/projects/sample_clips/example2/bass_true.wav"></audio>
<audio id="ex2_bongo_pred" src="/projects/sample_clips/example2/bongo_pred.wav"></audio>
<audio id="ex2_bongo_true" src="/projects/sample_clips/example2/bongo_true.wav"></audio>
<audio id="ex2_guira_pred" src="/projects/sample_clips/example2/guira_pred.wav"></audio>
<audio id="ex2_guira_true" src="/projects/sample_clips/example2/guira_true.wav"></audio>
<audio id="ex2_guitar_pred"
src="/projects/sample_clips/example2/guitar_pred.wav"></audio>
<audio id="ex2_guitar_true"
src="/projects/sample_clips/example2/guitar_true.wav"></audio>
<audio id="ex3_mix" src="/projects/sample_clips/example3/mix.wav"></audio>
<audio id="ex3_bass_pred" src="/projects/sample_clips/example3/bass_pred.wav"></audio>
<audio id="ex3_bass_true" src="/projects/sample_clips/example3/bass_true.wav"></audio>
<audio id="ex3_bongo_pred" src="/projects/sample_clips/example3/bongo_pred.wav"></audio>
<audio id="ex3_bongo_true" src="/projects/sample_clips/example3/bongo_true.wav"></audio>
<audio id="ex3_guira_pred" src="/projects/sample_clips/example3/guira_pred.wav"></audio>
<audio id="ex3_guira_true" src="/projects/sample_clips/example3/guira_true.wav"></audio>
<audio id="ex3_guitar_pred"
src="/projects/sample_clips/example3/guitar_pred.wav"></audio>
<audio id="ex3_guitar_true"
src="/projects/sample_clips/example3/guitar_true.wav"></audio>
<audio id="ex4_mix" src="/projects/sample_clips/example4/mix.wav"></audio>
<audio id="ex4_bass_pred" src="/projects/sample_clips/example4/bass_pred.wav"></audio>
<audio id="ex4_bass_true" src="/projects/sample_clips/example4/bass_true.wav"></audio>
<audio id="ex4_bongo_pred" src="/projects/sample_clips/example4/bongo_pred.wav"></audio>
<audio id="ex4_bongo_true" src="/projects/sample_clips/example4/bongo_true.wav"></audio>
<audio id="ex4_guira_pred" src="/projects/sample_clips/example4/guira_pred.wav"></audio>
<audio id="ex4_guira_true" src="/projects/sample_clips/example4/guira_true.wav"></audio>
<audio id="ex4_guitar_pred"
src="/projects/sample_clips/example4/guitar_pred.wav"></audio>
<audio id="ex4_guitar_true"
src="/projects/sample_clips/example4/guitar_true.wav"></audio>
<audio id="ex5_mix" src="/projects/sample_clips/example5/mix.wav"></audio>
<audio id="ex5_bass_pred" src="/projects/sample_clips/example5/bass_pred.wav"></audio>
<audio id="ex5_bass_true" src="/projects/sample_clips/example5/bass_true.wav"></audio>
<audio id="ex5_bongo_pred" src="/projects/sample_clips/example5/bongo_pred.wav"></audio>
<audio id="ex5_bongo_true" src="/projects/sample_clips/example5/bongo_true.wav"></audio>
<audio id="ex5_guira_pred" src="/projects/sample_clips/example5/guira_pred.wav"></audio>
<audio id="ex5_guira_true" src="/projects/sample_clips/example5/guira_true.wav"></audio>
<audio id="ex5_guitar_pred"
src="/projects/sample_clips/example5/guitar_pred.wav"></audio>
<audio id="ex5_guitar_true"
src="/projects/sample_clips/example5/guitar_true.wav"></audio>
<div class="scrollx">
<table>
<tr>
<th rowspan="2">
<h5>examples</h5>
</th>
<th rowspan="2">
<h5>mixture</h5>
</th>
<th colspan="2">
<h5>bongo</h5>
</th>
<th colspan="2">
<h5>guira</h5>
</th>
<th colspan="2">
<h5>bass</h5>
</th>
<th colspan="2">
<h5>guitar</h5>
</th>
</tr>
<tr>
<th>
<p>ground truth</p>
</th>
<th>
<p>prediction</p>
</th>
<th>
<p>ground truth</p>
</th>
<th>
<p>prediction</p>
</th>
<th>
<p>ground truth</p>
</th>
<th>
<p>prediction</p>
</th>
<th>
<p>ground truth</p>
</th>
<th>
<p>prediction</p>
</th>
</tr>
<tr>
<td>example 1</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_mix').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_bongo_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_bongo_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_guira_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_guira_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_bass_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_bass_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_guitar_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex1_guitar_pred').play();changecolor(this)"></i>
</td>
</tr>
<tr>
<td>example 2</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_mix').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_bongo_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_bongo_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_guira_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_guira_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_bass_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_bass_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_guitar_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex2_guitar_pred').play();changecolor(this)"></i>
</td>
</tr>
<tr>
<td>example 3</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_mix').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_bongo_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_bongo_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_guira_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_guira_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_bass_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_bass_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_guitar_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex3_guitar_pred').play();changecolor(this)"></i>
</td>
</tr>
<tr>
<td>example 4</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_mix').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_bongo_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_bongo_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_guira_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_guira_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_bass_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_bass_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_guitar_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex4_guitar_pred').play();changecolor(this)"></i>
</td>
</tr>
<tr>
<td class="last-left">example 5</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_mix').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_bongo_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_bongo_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_guira_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_guira_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_bass_true').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_bass_pred').play();changecolor(this)"></i>
</td>
<td><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_guitar_true').play();changecolor(this)"></i>
</td>
<td class="last-right"><i class="far fa-play-circle playbutton"
onclick="document.getElementById('ex5_guitar_pred').play();changecolor(this)"></i>
</td>
</tr>
</table>
</div>
</div>
</div>
<div class=" is-centered">
<div id="botpad" class="column sidepad">
<h5 style="padding-bottom: 10px;">RESULTS ON BACHATA SONGS</h5>
<div class="scrollx">
<table class="songs">
<tr>
<th rowspan="2">
<h5 class="fixwidth">artist &<br>song name</h5>
</th>
<th rowspan="2">
<h5>original</h5>
</th>
<th colspan="4">
<h5>extractions / predictions</h5>
</th>
<th rowspan="2">
<h5 class="padright_assessment">relative<br>assessment</h5>
</th>
</tr>
<tr>
<th>
<p>bongo</p>
</th>
<th>
<p>guira</p>
</th>
<th>
<p>bass</p>
</th>
<th>
<p>guitar</p>
</th>
</tr>
<tr>
<td>Prophex:<br>Vanidosa</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Vanidosa/original.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Vanidosa/bongo.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Vanidosa/guira.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Vanidosa/bass.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Vanidosa/guitar.wav"
type="audio/wav">
</audio></div>
</td>
<td class="padright_assessment">good</td>
</tr>
<tr>
<td>Lucho Panic:<br>El Guardaespaldas</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/El Guardaespaldas/original.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/El Guardaespaldas/bongo.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/El Guardaespaldas/guira.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/El Guardaespaldas/bass.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/El Guardaespaldas/guitar.wav"
type="audio/wav">
</audio></div>
</td>
<td class="padright_assessment">good</td>
</tr>
<tr>
<td>Prince Royce:<br>Te robare</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Te robare/original.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Te robare/bongo.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Te robare/guira.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Te robare/bass.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source src="/projects/song_examples/Te robare/guitar.wav"
type="audio/wav">
</audio></div>
</td>
<td class="padright_assessment">fair</td>
</tr>
<tr>
<td>Kiko Rodriguez:<br>Vagabundo, borracho & Loco</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/Vagabundo, borracho & Loco/original.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/Vagabundo, borracho & Loco/bongo.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/Vagabundo, borracho & Loco/guira.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/Vagabundo, borracho & Loco/bass.wav"
type="audio/wav">
</audio></div>
</td>
<td>
<div class="realsongs"><audio controls onplay="addborder(this)"
onpause="removeborder(this)">
<source
src="/projects/song_examples/Vagabundo, borracho & Loco/guitar.wav"
type="audio/wav">
</audio></div>
</td>
<td class="padright_assessment">poor</td>
</tr>
</table>
</div>
</div>
</div>
<div id="botpad" class="column poster">
<img class="poster" src="projects/POSTER.png" loading="lazy" />
</div>
</div>
</section>
</div>
</section>
</div>
</div>
<!-- Footer -->
<div id="footer">
<header class="major container medium last">
<!-- <h2>some motivational / intro stuff here</h2> -->
<ul class="icons">
<li><a href="mailto:[email protected]">
<div class="icon solid fas fa-at"></div>
<div class="contact_footer">[email protected]</div>
</a></li>
<li><a href="https://www.linkedin.com/in/tomilles/" target="_blank">
<div class="icon brands fab fa-linkedin-in"></div>
<div class="contact_footer">linkedin.com/in/tomilles</div>
</a></li>
<li><a href="https://github.com/tomilles" target="_blank">
<div class="icon brands fa-github"></div>
<div class="contact_footer">github.com/tomilles</div>
</a></li>
<li><a href="https://www.kaggle.com/tomilles" target="_blank">
<div class="icon brands fab fa-kaggle"></div>
<div class="contact_footer">kaggle.com/tomilles</div>
</a></li>
</ul>
</header>
</div>
</div>
<!-- Scripts -->
<script src="assets/js/jquery.min.js"></script>
<script src="assets/js/browser.min.js"></script>
<script src="assets/js/breakpoints.min.js"></script>
<script src="assets/js/util.js"></script>
<script src="assets/js/main.js"></script>
<script src="assets/js/jquery.scrollex.min.js"></script>
<script src="assets/js/jquery.scrolly.min.js"></script>
</body>
</html>