├── .gitignore ├── LICENSE ├── README.md ├── _config.yml ├── _static └── custom.css ├── _toc.yml ├── contents ├── neural_networks │ ├── .gitignore │ ├── cnn-lightning.ipynb │ ├── cnn.ipynb │ ├── data │ │ └── food5k │ │ │ ├── train │ │ │ ├── food │ │ │ │ ├── 0.jpg │ │ │ │ ├── 1.jpg │ │ │ │ ├── 1400.jpg │ │ │ │ ├── 1401.jpg │ │ │ │ ├── 1402.jpg │ │ │ │ ├── 1403.jpg │ │ │ │ ├── 1404.jpg │ │ │ │ ├── 1405.jpg │ │ │ │ ├── 1406.jpg │ │ │ │ ├── 1407.jpg │ │ │ │ ├── 1408.jpg │ │ │ │ ├── 1409.jpg │ │ │ │ ├── 1410.jpg │ │ │ │ ├── 1411.jpg │ │ │ │ ├── 1412.jpg │ │ │ │ ├── 1413.jpg │ │ │ │ ├── 1414.jpg │ │ │ │ ├── 1415.jpg │ │ │ │ ├── 1416.jpg │ │ │ │ ├── 1417.jpg │ │ │ │ ├── 1418.jpg │ │ │ │ ├── 1419.jpg │ │ │ │ ├── 1420.jpg │ │ │ │ ├── 1421.jpg │ │ │ │ ├── 1422.jpg │ │ │ │ ├── 1423.jpg │ │ │ │ ├── 1424.jpg │ │ │ │ ├── 1425.jpg │ │ │ │ ├── 1426.jpg │ │ │ │ ├── 1427.jpg │ │ │ │ ├── 1428.jpg │ │ │ │ ├── 1429.jpg │ │ │ │ ├── 1430.jpg │ │ │ │ ├── 1431.jpg │ │ │ │ ├── 1432.jpg │ │ │ │ ├── 1433.jpg │ │ │ │ ├── 1434.jpg │ │ │ │ ├── 1435.jpg │ │ │ │ ├── 1436.jpg │ │ │ │ ├── 1437.jpg │ │ │ │ ├── 1438.jpg │ │ │ │ ├── 1439.jpg │ │ │ │ ├── 1440.jpg │ │ │ │ ├── 1441.jpg │ │ │ │ ├── 1442.jpg │ │ │ │ ├── 1443.jpg │ │ │ │ ├── 1444.jpg │ │ │ │ ├── 1445.jpg │ │ │ │ ├── 1446.jpg │ │ │ │ ├── 1447.jpg │ │ │ │ ├── 1448.jpg │ │ │ │ ├── 1449.jpg │ │ │ │ ├── 1450.jpg │ │ │ │ ├── 1451.jpg │ │ │ │ ├── 1452.jpg │ │ │ │ ├── 1453.jpg │ │ │ │ ├── 1454.jpg │ │ │ │ ├── 1455.jpg │ │ │ │ ├── 1456.jpg │ │ │ │ ├── 1457.jpg │ │ │ │ ├── 1458.jpg │ │ │ │ ├── 1459.jpg │ │ │ │ ├── 1460.jpg │ │ │ │ ├── 1461.jpg │ │ │ │ ├── 1462.jpg │ │ │ │ ├── 1463.jpg │ │ │ │ ├── 1464.jpg │ │ │ │ ├── 1465.jpg │ │ │ │ ├── 1466.jpg │ │ │ │ ├── 1467.jpg │ │ │ │ ├── 1468.jpg │ │ │ │ ├── 1469.jpg │ │ │ │ ├── 1470.jpg │ │ │ │ ├── 1471.jpg │ │ │ │ ├── 1472.jpg │ │ │ │ ├── 1473.jpg │ │ │ │ ├── 1474.jpg │ │ │ │ ├── 1475.jpg │ │ │ │ ├── 1476.jpg │ │ │ │ ├── 1477.jpg │ │ │ │ ├── 1478.jpg │ │ │ │ ├── 1479.jpg │ │ │ │ ├── 1480.jpg │ │ │ │ ├── 1481.jpg │ │ │ │ ├── 1482.jpg │ │ │ │ ├── 1483.jpg │ │ │ │ ├── 1484.jpg │ │ │ │ ├── 1485.jpg │ │ │ │ ├── 1486.jpg │ │ │ │ ├── 1487.jpg │ │ │ │ ├── 1488.jpg │ │ │ │ ├── 1489.jpg │ │ │ │ ├── 1490.jpg │ │ │ │ ├── 1491.jpg │ │ │ │ ├── 1492.jpg │ │ │ │ ├── 1493.jpg │ │ │ │ ├── 1494.jpg │ │ │ │ ├── 1495.jpg │ │ │ │ ├── 1496.jpg │ │ │ │ ├── 1497.jpg │ │ │ │ ├── 1498.jpg │ │ │ │ ├── 1499.jpg │ │ │ │ ├── 2.jpg │ │ │ │ └── 3.jpg │ │ │ └── non_food │ │ │ │ ├── 0.jpg │ │ │ │ ├── 1.jpg │ │ │ │ ├── 1400.jpg │ │ │ │ ├── 1401.jpg │ │ │ │ ├── 1402.jpg │ │ │ │ ├── 1403.jpg │ │ │ │ ├── 1404.jpg │ │ │ │ ├── 1405.jpg │ │ │ │ ├── 1406.jpg │ │ │ │ ├── 1407.jpg │ │ │ │ ├── 1408.jpg │ │ │ │ ├── 1409.jpg │ │ │ │ ├── 1410.jpg │ │ │ │ ├── 1411.jpg │ │ │ │ ├── 1412.jpg │ │ │ │ ├── 1413.jpg │ │ │ │ ├── 1414.jpg │ │ │ │ ├── 1415.jpg │ │ │ │ ├── 1416.jpg │ │ │ │ ├── 1417.jpg │ │ │ │ ├── 1418.jpg │ │ │ │ ├── 1419.jpg │ │ │ │ ├── 1420.jpg │ │ │ │ ├── 1421.jpg │ │ │ │ ├── 1422.jpg │ │ │ │ ├── 1423.jpg │ │ │ │ ├── 1424.jpg │ │ │ │ ├── 1425.jpg │ │ │ │ ├── 1426.jpg │ │ │ │ ├── 1427.jpg │ │ │ │ ├── 1428.jpg │ │ │ │ ├── 1429.jpg │ │ │ │ ├── 1430.jpg │ │ │ │ ├── 1431.jpg │ │ │ │ ├── 1432.jpg │ │ │ │ ├── 1433.jpg │ │ │ │ ├── 1434.jpg │ │ │ │ ├── 1435.jpg │ │ │ │ ├── 1436.jpg │ │ │ │ ├── 1437.jpg │ │ │ │ ├── 1438.jpg │ │ │ │ ├── 1439.jpg │ │ │ │ ├── 1440.jpg │ │ │ │ ├── 1441.jpg │ │ │ │ ├── 1442.jpg │ │ │ │ ├── 1443.jpg │ │ │ │ ├── 1444.jpg │ │ │ │ ├── 1445.jpg │ │ │ │ ├── 1446.jpg │ │ │ │ ├── 1447.jpg │ │ │ │ ├── 1448.jpg │ │ │ │ ├── 1449.jpg │ │ │ │ ├── 1450.jpg │ │ │ │ ├── 1451.jpg │ │ │ │ ├── 1452.jpg │ │ │ │ ├── 1453.jpg │ │ │ │ ├── 1454.jpg │ │ │ │ ├── 1455.jpg │ │ │ │ ├── 1456.jpg │ │ │ │ ├── 1457.jpg │ │ │ │ ├── 1458.jpg │ │ │ │ ├── 1459.jpg │ │ │ │ ├── 1460.jpg │ │ │ │ ├── 1461.jpg │ │ │ │ ├── 1462.jpg │ │ │ │ ├── 1463.jpg │ │ │ │ ├── 1464.jpg │ │ │ │ ├── 1465.jpg │ │ │ │ ├── 1466.jpg │ │ │ │ ├── 1467.jpg │ │ │ │ ├── 1468.jpg │ │ │ │ ├── 1469.jpg │ │ │ │ ├── 1470.jpg │ │ │ │ ├── 1471.jpg │ │ │ │ ├── 1472.jpg │ │ │ │ ├── 1473.jpg │ │ │ │ ├── 1474.jpg │ │ │ │ ├── 1475.jpg │ │ │ │ ├── 1476.jpg │ │ │ │ ├── 1477.jpg │ │ │ │ ├── 1478.jpg │ │ │ │ ├── 1479.jpg │ │ │ │ ├── 1480.jpg │ │ │ │ ├── 1481.jpg │ │ │ │ ├── 1482.jpg │ │ │ │ ├── 1483.jpg │ │ │ │ ├── 1484.jpg │ │ │ │ ├── 1485.jpg │ │ │ │ ├── 1486.jpg │ │ │ │ ├── 1487.jpg │ │ │ │ ├── 1488.jpg │ │ │ │ ├── 1489.jpg │ │ │ │ ├── 1490.jpg │ │ │ │ ├── 1491.jpg │ │ │ │ ├── 1492.jpg │ │ │ │ ├── 1493.jpg │ │ │ │ ├── 1494.jpg │ │ │ │ ├── 1495.jpg │ │ │ │ ├── 1496.jpg │ │ │ │ ├── 1497.jpg │ │ │ │ ├── 1498.jpg │ │ │ │ ├── 1499.jpg │ │ │ │ ├── 2.jpg │ │ │ │ └── 3.jpg │ │ │ └── valid │ │ │ ├── food │ │ │ ├── 450.jpg │ │ │ ├── 451.jpg │ │ │ ├── 452.jpg │ │ │ ├── 453.jpg │ │ │ ├── 454.jpg │ │ │ ├── 455.jpg │ │ │ ├── 456.jpg │ │ │ ├── 457.jpg │ │ │ ├── 458.jpg │ │ │ ├── 459.jpg │ │ │ ├── 460.jpg │ │ │ ├── 461.jpg │ │ │ ├── 462.jpg │ │ │ ├── 463.jpg │ │ │ ├── 464.jpg │ │ │ ├── 465.jpg │ │ │ ├── 466.jpg │ │ │ ├── 467.jpg │ │ │ ├── 468.jpg │ │ │ ├── 469.jpg │ │ │ ├── 470.jpg │ │ │ ├── 471.jpg │ │ │ ├── 472.jpg │ │ │ ├── 473.jpg │ │ │ ├── 474.jpg │ │ │ ├── 475.jpg │ │ │ ├── 476.jpg │ │ │ ├── 477.jpg │ │ │ ├── 478.jpg │ │ │ ├── 479.jpg │ │ │ ├── 480.jpg │ │ │ ├── 481.jpg │ │ │ ├── 482.jpg │ │ │ ├── 483.jpg │ │ │ ├── 484.jpg │ │ │ ├── 485.jpg │ │ │ ├── 486.jpg │ │ │ ├── 487.jpg │ │ │ ├── 488.jpg │ │ │ ├── 489.jpg │ │ │ ├── 490.jpg │ │ │ ├── 491.jpg │ │ │ ├── 492.jpg │ │ │ ├── 493.jpg │ │ │ ├── 494.jpg │ │ │ ├── 495.jpg │ │ │ ├── 496.jpg │ │ │ ├── 497.jpg │ │ │ ├── 498.jpg │ │ │ └── 499.jpg │ │ │ └── non_food │ │ │ ├── 456.jpg │ │ │ ├── 457.jpg │ │ │ ├── 458.jpg │ │ │ ├── 459.jpg │ │ │ ├── 460.jpg │ │ │ ├── 461.jpg │ │ │ ├── 462.jpg │ │ │ ├── 463.jpg │ │ │ ├── 464.jpg │ │ │ ├── 465.jpg │ │ │ ├── 466.jpg │ │ │ ├── 467.jpg │ │ │ ├── 468.jpg │ │ │ ├── 469.jpg │ │ │ ├── 470.jpg │ │ │ ├── 471.jpg │ │ │ ├── 472.jpg │ │ │ ├── 473.jpg │ │ │ ├── 474.jpg │ │ │ ├── 475.jpg │ │ │ ├── 476.jpg │ │ │ ├── 477.jpg │ │ │ ├── 478.jpg │ │ │ ├── 479.jpg │ │ │ ├── 480.jpg │ │ │ ├── 481.jpg │ │ │ ├── 482.jpg │ │ │ ├── 483.jpg │ │ │ ├── 484.jpg │ │ │ ├── 485.jpg │ │ │ ├── 486.jpg │ │ │ ├── 487.jpg │ │ │ ├── 488.jpg │ │ │ ├── 489.jpg │ │ │ ├── 490.jpg │ │ │ ├── 491.jpg │ │ │ ├── 492.jpg │ │ │ ├── 493.jpg │ │ │ ├── 494.jpg │ │ │ ├── 495.jpg │ │ │ ├── 496.jpg │ │ │ ├── 497.jpg │ │ │ ├── 498.jpg │ │ │ ├── 499.jpg │ │ │ ├── 94.jpg │ │ │ ├── 95.jpg │ │ │ ├── 96.jpg │ │ │ ├── 97.jpg │ │ │ ├── 98.jpg │ │ │ └── 99.jpg │ ├── data_augmentation.ipynb │ ├── images.ipynb │ ├── img │ │ ├── LeNet5.png │ │ ├── cameraman.png │ │ ├── dog.jpg │ │ ├── pelea.jpg │ │ └── tensor.png │ ├── tips.ipynb │ ├── torch-tensor.ipynb │ ├── torch-training.ipynb │ └── transfer_learning.ipynb ├── reinforcement_learning │ ├── dqn1.ipynb │ ├── dqn2.ipynb │ ├── dqn_breakout.zip │ ├── images │ │ ├── intro-ml1.png │ │ ├── intro-ml2.png │ │ ├── intro-ml3.png │ │ └── intro-rl1.png │ ├── intro.ipynb │ ├── metrics │ │ ├── epsilon.csv │ │ ├── length.csv │ │ ├── loss.csv │ │ └── rewards.csv │ ├── modelos │ │ ├── pong_masomenos.pkl │ │ └── space_invaders_pobre.pkl │ ├── more.ipynb │ ├── policygrad.ipynb │ ├── qlearning.ipynb │ ├── qlearning2.ipynb │ ├── qlearning3.ipynb │ ├── random.gif │ ├── tarea2.ipynb │ └── trained.gif └── supervised_learning │ ├── engineering.ipynb │ ├── ensembles1.ipynb │ ├── ensembles2.ipynb │ ├── features.ipynb │ ├── img │ ├── boosting.png │ ├── bootstrap.png │ ├── cv.png │ ├── dt_diagram.png │ ├── gd.png │ ├── overfitting.png │ ├── overfitting2.png │ ├── pca1.png │ ├── svm1.png │ ├── svm2.png │ ├── svm3.png │ ├── svm4.png │ ├── svm5.png │ ├── svm6.png │ ├── traditional_vs_ml.png │ ├── validation1.png │ └── validation2.png │ ├── intro.ipynb │ ├── linear.ipynb │ ├── logistic.ipynb │ ├── metrics.ipynb │ ├── svm.ipynb │ ├── trees.ipynb │ └── validation.ipynb └── logo.png /.gitignore: -------------------------------------------------------------------------------- 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