Introduction to PyTorch | cs231n - A2-Q5
Python
cs231n
PyTorch
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Convolutional Networks | cs231n - A2-Q4
Python
cs231n
numpy
Convolutional Networks
Max-Pooling
Spatial Batch Normalization
Spatial Group Normalization
matplotlib
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Dropout | cs231n - A2-Q3
Python
cs231n
numpy
Dropout
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Batch and Layer Normalization | cs231n - A2-Q2
Python
cs231n
numpy
Batch Normalization
Layer Normalization
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Fully Connected Networks | cs231n - A2-Q1
Python
cs231n
numpy
Fully Connected Networks
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Image Features | cs231n - A1-Q5
Python
cs231n
numpy
Image Features
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Two Layer Neural Network | cs231n - A1-Q4
Python
cs231n
numpy
Neural Networks
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
Softmax | cs231n - A1-Q3
Python
cs231n
numpy
Softmax
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
SVM | cs231n - A1-Q2
Python
cs231n
numpy
SVM
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
KNN | cs231n - A1-Q1
Python
cs231n
numpy
KNN
matplotlib
cross validation
grid search
cifar-10
Deep Learning
Computer Vision
This course is a deep dive into the details of deep learning architectures with a focus on learning end-to-end models for these tasks, particularly image classification
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