CNN Architectures
Master convolutional networks — ResNet, EfficientNet, and transfer learning.
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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)
Deep Learning Full Course 2026 [FREE] | Deep Learning Tutorial | Deep Learning Course | Simplilearn
→ Design convolutional neural networks→ Apply CNNs to image classification tasks
3: Deep Learning for Computer Vision – Building Convolutional Neural Networks from Scratch
→ Build Convolutional Neural Networks→ Implement Deep Learning models for Computer Vision→ Train neural networks from scratch
Lec 04. Architectures: Grids
→ Implement CNNs for image processing→ Optimize CNNs for computer vision tasks→ Design efficient CNN architectures
Complete AI/Machine Learning Course 2026 | GenAI + Multimodal Models | 12-Hour Live Class | Edureka
→ Design CNN architectures→ Implement multimodal models
Deep Learning Interview Questions and Answers | Complete DL Interview Prep Guide
→ Design a CNN architecture→ Apply receptive fields and 1x1 convolutions
Deep Learning Engineer Salary 2026 | How Much A Deep Learning Engineer Earn | #Shorts | #Simplilearn
→ Build convolutional neural networks→ Apply deep learning to image recognition→ Develop speech understanding systems
Convolutional Neural Networks (CNNs) - Explained
→ Build CNN models→ Implement convolution operations→ Design feature maps
Diffusion model (DDPM) PART 2 - Coding from scratch
→ Apply UNets to diffusion models→ Design neural network architectures for diffusion models
[GPU, LPU, TSU, TPU] Galactic Compute: All for a Banner Ad. JEPA, Transformers, Diffusers, EBMs, VAE
→ Build convolutional neural networks→ Apply transfer learning→ Use pre-trained models
Stanford CS231N | Spring 2025 | Lecture 12: Self-Supervised Learning
→ Design CNN architectures for self-supervised learning→ Optimize pretext tasks for computer vision applications
DeepCamp AI