├── Lab10 ├── Lab10.ipynb └── annotation_consistency │ ├── IOU.png │ ├── Icon_ │ ├── README.txt │ ├── Task1.png │ ├── Task2.png │ ├── Task3.png │ ├── box.png │ ├── image10_RC_139815.jpg │ ├── image10_RC_139815_judgements.json │ ├── image1_FC_34243.jpg │ ├── image1_FC_34243_judgements.json │ ├── image2_RF_34241.jpg │ ├── image2_RF_34241_judgements.json │ ├── image3_RF_10373.jpg │ ├── image3_RF_10373_judgements.json │ ├── image4_RB_131827.jpg │ ├── image4_RB_131827_judgements.json │ ├── image5_LF_139648.jpg │ ├── image5_LF_139648_judgements.json │ ├── image6_RB_139648.jpg │ ├── image6_RB_139648_judgements.json │ ├── image7_RC_139648.jpg │ ├── image7_RC_139648_judgements.json │ ├── image8_LF_139815.jpg │ ├── image8_LF_139815_judgements.json │ ├── image9_RB_139815.jpg │ └── image9_RB_139815_judgements.json ├── Lab5 └── Lab5 - K-means-1 │ └── Lab5 - K-means-1 │ ├── Data │ ├── bird_small.mat │ ├── bird_small.png │ └── ex7faces.mat │ ├── Figures │ ├── bird_compression.png │ ├── faces.png │ ├── faces_original.png │ ├── faces_reconstructed.png │ ├── kmeans_result.png │ ├── pca_components.png │ └── pca_reconstruction.png │ ├── Lab5-updated.ipynb │ ├── __pycache__ │ └── utils.cpython-310.pyc │ └── utils.py ├── Lab6 └── Lab6 - oneVSall, NN │ ├── Data │ ├── Icon_ │ ├── ex3data1.mat │ └── ex3weights.mat │ ├── Figures │ ├── Icon_ │ └── neuralnetwork.png │ ├── Icon_ │ ├── Lab 6 - Multi-Class Classification and NN.pdf │ ├── Lab6.ipynb │ ├── __pycache__ │ └── utils.cpython-310.pyc │ └── utils.py ├── Lab7.ipynb └── README.md /Lab10/Lab10.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/Lab10.ipynb -------------------------------------------------------------------------------- /Lab10/annotation_consistency/IOU.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/IOU.png -------------------------------------------------------------------------------- /Lab10/annotation_consistency/Icon_: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /Lab10/annotation_consistency/README.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/README.txt -------------------------------------------------------------------------------- /Lab10/annotation_consistency/Task1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/Task1.png -------------------------------------------------------------------------------- /Lab10/annotation_consistency/Task2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/Task2.png -------------------------------------------------------------------------------- /Lab10/annotation_consistency/Task3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/Task3.png -------------------------------------------------------------------------------- /Lab10/annotation_consistency/box.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/box.png -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image10_RC_139815.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image10_RC_139815.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image10_RC_139815_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image10_RC_139815_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image1_FC_34243.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image1_FC_34243.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image1_FC_34243_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image1_FC_34243_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image2_RF_34241.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image2_RF_34241.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image2_RF_34241_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image2_RF_34241_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image3_RF_10373.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image3_RF_10373.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image3_RF_10373_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image3_RF_10373_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image4_RB_131827.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image4_RB_131827.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image4_RB_131827_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image4_RB_131827_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image5_LF_139648.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image5_LF_139648.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image5_LF_139648_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image5_LF_139648_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image6_RB_139648.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image6_RB_139648.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image6_RB_139648_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image6_RB_139648_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image7_RC_139648.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image7_RC_139648.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image7_RC_139648_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image7_RC_139648_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image8_LF_139815.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image8_LF_139815.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image8_LF_139815_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image8_LF_139815_judgements.json -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image9_RB_139815.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image9_RB_139815.jpg -------------------------------------------------------------------------------- /Lab10/annotation_consistency/image9_RB_139815_judgements.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab10/annotation_consistency/image9_RB_139815_judgements.json -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Data/bird_small.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Data/bird_small.mat -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Data/bird_small.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Data/bird_small.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Data/ex7faces.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Data/ex7faces.mat -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/bird_compression.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/bird_compression.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/faces.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/faces.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/faces_original.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/faces_original.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/faces_reconstructed.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/faces_reconstructed.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/kmeans_result.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/kmeans_result.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/pca_components.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/pca_components.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/pca_reconstruction.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Figures/pca_reconstruction.png -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Lab5-updated.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/Lab5-updated.ipynb -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/__pycache__/utils.cpython-310.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/__pycache__/utils.cpython-310.pyc -------------------------------------------------------------------------------- /Lab5/Lab5 - K-means-1/Lab5 - K-means-1/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab5/Lab5 - K-means-1/Lab5 - K-means-1/utils.py -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Data/Icon_: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Data/ex3data1.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/Data/ex3data1.mat -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Data/ex3weights.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/Data/ex3weights.mat -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Figures/Icon_: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Figures/neuralnetwork.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/Figures/neuralnetwork.png -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Icon_: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Lab 6 - Multi-Class Classification and NN.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/Lab 6 - Multi-Class Classification and NN.pdf -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/Lab6.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/Lab6.ipynb -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/__pycache__/utils.cpython-310.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/__pycache__/utils.cpython-310.pyc -------------------------------------------------------------------------------- /Lab6/Lab6 - oneVSall, NN/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab6/Lab6 - oneVSall, NN/utils.py -------------------------------------------------------------------------------- /Lab7.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/Lab7.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/VernitaJ/ML_course/HEAD/README.md --------------------------------------------------------------------------------