CNN Architectures
Master convolutional networks — ResNet, EfficientNet, and transfer learning.
0%
Confidence · no data yet
After this skill you can…
- Build a CNN image classifier in PyTorch
- Apply transfer learning with ImageNet weights
- Tune a ResNet for a custom dataset
Prerequisites
Watch (10 videos)
Training - Using Convolutional Neural Network to Identify Dogs vs Cats p. 3
→ Build a CNN model for image classification→ Train a neural network to identify objects
Build a 1D convolutional neural network , part 3: Connect the blocks into a network structure
→ Design and implement 1D CNN architectures
Implement 1D convolution, part 1: Convolution in Python from scratch
→ Implement 1D convolution in Python→ Build convolutional neural networks from scratch
Machine Learning Foundations: Ep #6 - Convolutional cats and dogs
→ Build a CNN-based image classifier→ Use TensorFlow for CNN implementation
Resizing Data - 3D Convolutional Neural Network w/ Kaggle and 3D medical imaging p.4
→ Preprocess 3D medical imaging data→ Implement 3D convolutional neural networks→ Resize data for neural networks
NEURAL NETWORKS, PART 2! - CS50 Live, EP. 55
→ Build a convolutional neural network from scratch→ Apply neural networks to image recognition tasks
Intro to Deep Learning -- L13 Intro to Convolutional Neural Networks (Part 2) 1/2 [Stat453, SS20]
→ Build a CNN model with Python→ Implement convolutional layers
Convolutional Neural Networks Basics - Deep Learning withTensorFlow 12
→ Build a Convolutional Neural Network with TensorFlow→ Understand how CNNs work
Intro to Deep Learning -- L12 Intro to Convolutional Neural Networks (Part 1) [Stat453, SS20]
→ Build a CNN model with PyTorch→ Implement image classification with CNNs
Neural Networks Part 8: Image Classification with Convolutional Neural Networks (CNNs)
→ Build an image classification model with CNNs→ Implement filters and pooling in a neural network
DeepCamp AI