CNNs - Part 2
Created|Updated|Deep Learning
|Post Views:
Convolutional Neural Networks (CNN) - Part 2
Appendix
Author: Xiang Li
Copyright Notice: All articles on this blog are licensed under CC BY-NC-SA 4.0 unless otherwise stated.
Related Articles

2025-10-02
CNNs - Part 1
Notes on Convolutional Neural Networks (CNN)

2026-01-28
11868 LLM Sys & 15642 ML Sys: DL Frameworks and Auto Differentiation
Comprehensive notes on deep learning frameworks and automatic differentiation from CMU 11-868 LLM Systems and 15-642 ML Systems courses.

2026-01-29
11711 Advanced NLP: Learning & Inference
Notes on learning algorithms and inference methods from CMU 11-711 Advanced NLP.

2026-03-04
11711 Advanced NLP: Multimodal Modeling
Notes on multimodal modeling from CMU 11-711 Advanced NLP, covering ViT, CLIP, LLaVA-style integration, token-based image generation, diffusion, and flow matching.

2026-04-06
11711 Advanced NLP: Parallelism and Scaling
Notes on parallelism and scaling from CMU 11-711 Advanced NLP, covering single-GPU training basics, data/tensor/pipeline parallelism, ZeRO memory optimization, and strategy selection for large-scale LLM training.

2026-04-06
11711 Advanced NLP: Quantization
Notes on quantization from CMU 11-711 Advanced NLP, covering number representation, 8-bit quantization (absmax, zero-point), LLM.int8(), GGML/GGUF, and quantization-aware training with QLoRA.
Comments
Announcement
Talk is cheap. Show me the code.

