├── Active Learning └── README.md ├── Adversarial Machine Learning └── README.md ├── Datasets.md ├── Deep Learning LUN Cources ├── DL-1.pdf ├── DL-10.pdf ├── DL-11.pdf ├── DL-12.pdf ├── DL-13.pdf ├── DL-14.pdf ├── DL-2.pdf ├── DL-3.pdf ├── DL-4.pdf ├── DL-5.pdf ├── DL-6.pdf ├── DL-7.pdf ├── DL-8.pdf ├── DL-9.pdf └── README.md ├── Extra_course_materials.md ├── LICENSE ├── Lviv_Data_Science_School_2020_materials.md ├── ML, DL and Security └── README.md ├── Music Genre Classification └── README.md ├── Neural Networks ├── CNN.ipynb ├── FCNN.ipynb ├── GRU.ipynb └── README.md ├── Other ├── Numpy_Python_Cheat_Sheet.pdf ├── README.md └── conda-cheatsheet.pdf ├── P2 └── images │ ├── Gradient Descent 2.png │ ├── Gradient Descent 3.png │ ├── Gradient Descent 4.gif │ ├── Gradient Descent 5.gif │ ├── Gradient Descent 6.png │ ├── Gradient Descent 7.png │ ├── Gradient Descent Formula.png │ ├── Gradient Descent for Linear Regression.png │ ├── Gradient Descent for Multiple Variables 1.png │ ├── Gradient Descent for Multiple Variables 2.png │ ├── J(theta_0, theta_1).png │ ├── Normal Equation 1.png │ ├── Normal Equation Formula.png │ ├── cost_function.png │ └── difference.png ├── Projects └── Pulsars │ ├── Pulsars.ipynb │ ├── Pulsars_copy.ipynb │ ├── README.md │ └── pulsar_stars.csv ├── Quora Insincere Questions Classification ├── Quora_Insincere_Questions_Classification.ipynb ├── Quora_Insincere_Questions_Classification_1.ipynb ├── README.md ├── sample_submission.csv └── test.csv ├── README.md ├── Real Time Numbers Recognition ├── README.md └── Real_Time_Numbers_Recognition.ipynb ├── Semi-Supervised Learning └── README.md ├── Spam Detection ├── README.md ├── Spam_Detection.ipynb ├── spam.csv └── Ідентифікатор спаму.pdf ├── Supervised Learning ├── Classification │ ├── K Nearest Neighbor │ │ └── kNN.py │ └── Logistic Regression │ │ ├── Logistic_Regression.ipynb │ │ └── README.md ├── README.md └── Regression │ ├── Linear_Regression.ipynb │ ├── README.md │ ├── img │ ├── Formula 1.png │ ├── Formula 2.png │ ├── Gradient Descent 1.png │ ├── Gradient Descent 2.png │ ├── Gradient Descent 3.png │ ├── Gradient Descent 4.gif │ ├── Gradient Descent 5.gif │ ├── Gradient Descent 6.png │ ├── Gradient Descent 7.png │ ├── Gradient Descent Formula.png │ ├── Gradient Descent for Linear Regression.png │ ├── Gradient Descent for Multiple Variables 1.png │ ├── Gradient Descent for Multiple Variables 2.png │ ├── J(theta_0, theta_1).png │ ├── Normal Equation 1.png │ ├── Normal Equation Formula.png │ ├── README.md │ ├── cost_function.png │ └── difference.png │ ├── rgb.npy │ └── spectral.npy ├── Tensor Calculus ├── README.md └── tensor-kurs_1.pdf ├── Text Generator ├── Text_Generator (CPU).ipynb ├── Text_Generator (GPU).ipynb ├── Text_Generator.ipynb ├── alice_formatted.txt └── alice_in_wonderland.txt ├── Unsupervised Learning ├── Clustering │ ├── DBSCAN │ │ └── README.md │ ├── K-Means │ │ ├── Img_Compression_with_KMeans_Clustering.ipynb │ │ ├── README.md │ │ ├── img │ │ │ ├── 1 │ 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