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83 видео
Calculate Inception Score (IS) using PyTorch
RandomizedSearchCV using Scikit-Learn
GridSearchCV using Scikit-Learn
K-fold cross validation using Scikit-Learn
GradientBoostingClassifier using Scikit-Learn
ExtraTreesClassifier using Scikit-Learn
Quadratic Discriminant Analysis (QDA) using Scikit-Learn
CatBoost Classifier | Machine Learning | Python
Bagging Classifier using Scikit-Learn
Artificial neural network for regression task using PyTorch
Hartigan index using Python
Linear Discriminant Analysis using Scikit-Learn
K-Means clustering (using Scikit-Learn)
OPTICS clustering (using Scikit-Learn)
Build a Variational AutoEncoder (VAE) using PyTorch - Example using USPS dataset
Conditional Variational AutoEncoder (Cond_VAE) - Example using MNIST dataset
Eigengap heuristic method to determine the optimal number of clusters
Learn to use 'math' module in Python
Build a Convolutional AutoEncoder (CAE) using PyTorch - Example with USPS dataset
Learn different operations using sets in python
Feature to image representation using Matplotlib
BIRCH clustering - Example with 'titanic' dataset
Save multiple plots in one figure using Matplotlib
Build a Convolutional Neural Network (CNN) using PyTorch - Example with 'USPS' dataset
Calculate several cluster validation (internal) metrics using 'ClustersFeatures' module in Python
Image manipulation using PIL (Python Imaging Library)
Push your code from the local (PC) directory to the remote (GitHub) repository using Git
Several operations using strings in Python
DDPMs - Denoising Diffusion Probabilistic Models
Build an Artificial Neural Network (ANN) using PyTorch - Example with 'USPS' dataset
Cluster validation: Silhouette score, Davies-Bouldin score, Calinski-Harabasz score - [Python]
Hierarchical clustering - Example with 'wine' dataset
Learn different operations using tuples in python
Build an AutoEncoder (AE) using PyTorch - Example with USPS dataset
Cluster validation: Dunn index (DI) - Implementation using Python
Classify SVHN images using pretrained VGG16 with PyTorch
Gaussian Mixture Model (GMM) for clustering - calculate AIC/BIC
Build a Convolutional Variational AutoEncoder (CVAE) using PyTorch - Example using USPS dataset
Support Vector Machine (SVM) using Scikit-Learn
List Comprehension in Python
Basic statistical operations using 'statistics' module in Python
Classify CIFAR10 images using pretrained AlexNet with PyTorch
Train a CNN using L1 and L2 regularization
'random' module in Python
XGBoost Classifier | Machine Learning | Python API
