Showing posts with label interactive. Show all posts
Showing posts with label interactive. Show all posts

Monday, August 30, 2021

πŸ“‘ Processing & Classification of Horse Breeds` Images

🌐   DL_PP5_0_SMC.html
🌐   breed_recognition2.ipynb

πŸ“‘ Deep Learning. Practice Project 5_0:
Processing & Classification of Horse Breeds` Images

✒️ Code Modules, Helpful Functions, & Settings


✒️ Data Loading


✒️ Data Processing



✒️ Keras





✒️ PyTorch





✒️ Models` Predictions



πŸ“‘ TensorFlow Hub Models

🌐   DL_PP6_1_SMC.html

πŸ“‘ Deep Learning. Practice Project 6_1:
TensorFlow Hub Models

✒️ Code Modules, Helpful Functions, & Settings


✒️ Image Data


✒️ Model Functions


✒️ Model Training


✒️ Model Evaluation


πŸ“‘ Processing & Classification of Tomato Cultivars` Images

🌐   DL_PP6_0_SMC.html

πŸ“‘ Deep Learning. Practice Project 6_0:
Processing & Classification of Tomato Cultivars` Images

✒️ Code Modules, Helpful Functions, & Settings


✒️ Data Loading


✒️ Data Processing



✒️ Sklearn



✒️ Keras



✒️ PyTorch





Sunday, August 29, 2021

πŸ“‘ Exercises with White Flowers` Images

🌐   DL_PP7_1_SMC.html

πŸ“‘ Deep Learning. Practice Project 7_1:
Exercises with White Flowers` Images

✒️ Code Modules, Helpful Functions, & Settings



✒️ Data Loading


✒️ Data Processing


✒️ Super Resolution



✒️ OpenCV Image Manipulations




✒️ TensorFlow Image Manipulations


Tuesday, August 24, 2021

πŸ“‘ Simple Neural Networks for Image Classification

🌐   DL_PP7_0_SMC.html

πŸ“‘ Deep Learning. Practice Project 7_0:
Simple Neural Networks for Image Classification

✒️ Code Modules, Helpful Functions, & Settings


✒️ Data Loading


✒️ Data Processing


✒️ Keras Models




πŸ“‘ Exercises with Drawing Images

🌐   DL_PP8_2_SMC.html

πŸ“‘ Deep Learning. Practice Project 8_2:
Exercises with Drawing Images

✒️ Code Modules, Helpful Functions, & Settings





✒️ Data Loading & Processing


✒️ Color Interpolation


✒️ Style Transfer


✒️ Object Recognition


✒️ Super Resolution


Sunday, August 22, 2021

πŸ“‘ Exercises with Adversarial Regularization

🌐   DL_PP8_1_SMC.html

πŸ“‘ Deep Learning. Practice Project 8_1:
Exercises with Adversarial Regularization

✒️ Code Modules, Helpful Functions, & Settings





✒️ Data Loading & Processing



✒️ Models with Adversarial Regularization => CNN





Saturday, August 21, 2021

πŸ“‘ Neural Networks for Classification of Drawings & Photo Images

🌐   DL_PP8_0_SMC.html

πŸ“‘ Deep Learning. Practice Project 8_0:
Neural Networks for Classification of Drawings & Photo Images

✒️ Code Modules, Helpful Functions, & Settings




✒️ Pictogram's Data Loading


✒️ Pictogram Selecting


✒️ CIFAR's Data Loading


✒️ Mixed Data



✒️ NN Classification of Colored Images




Friday, August 13, 2021

πŸ“‘ TensorFlow Workout 03. Recognizing Keywords

🌐   tensorflow_03.html

πŸ“‘ TensorFlow Workout 03

Code Modules


File Processing




Data Representation





Data H5Storing





Thursday, August 12, 2021

πŸ“‘ Pytorch Workout 02

pytorch_02.html

πŸ“‘ Pytorch Workout 02

Code Modules


Data Loading




Data Processing



An Example of Convolutional Conditional Variational Autoencoder



Model Training


Reconstruction


Generating