Unit 0 - Welcome | No Notebook | No Colab |
Unit 1 - Fundamentals | No Notebook | No Colab |
Unit 2 - Convolutional Neural Networks | Transfer Learning with VGG19 | Transfer Learning with VGG |
| Using ResNet with timm | timm_Resnet |
Unit 3 - Vision Transformers | Detection Transformer (DETR) | Detection Transformer (DETR) |
| Fine-tuning Vision Transformers for Object Detection | Fine-tuning Vision Transformers for Object Detection |
| Knowledge Distillation | Knowledge Distillation |
| LoRA Fine-tuning for Image Classification | LoRA Fine-tuning for Image Classification |
| Fine-tuning for Multilabel Image Classification | Fine-tuning for Multilabel Image Classification |
| Transfer Learning for Image Classification | Transfer Learning for Image Classification |
| Transfer Learning for Image Segmentation | Transfer Learning for Image Segmentation |
| Swin Transformer | Swin Transformer |
Unit 4 - Multimodal Models | Clip Crop | Clip Crop |
| Fine-tuning CLIP | Fine-tuning CLIP |
| Clustering with CLIP | Clustering with CLIP |
| Image Classification with CLIP | Image Classification with CLIP |
| Image Retrieval with Prompts | Image Retrieval with Prompts |
| Image Similarity | Image Similarity |
Unit 5 - Generative Models | No Notebook | No Colab |
Unit 6 - Basic CV Tasks | Fine-tune SAM on Custom Dataset | Fine-tune SAM on Custom Dataset |
Unit 7 - Video and Video Processing | No Notebook | No Colab |
Unit 8 - 3D Vision, Scene Rendering, and Reconstruction | No Notebook | No Colab |
Unit 9 - Model Optimization | Edge TPU | Edge TPU |
| ONNX | ONNX |
| OpenVINO | OpenVINO |
| Optimum | Optimum |
| TensorRT | TensorRT |
| TMO | TMO |
| Torch | Torch |
Unit 10 - Synthetic Data Creation | Dataset Labeling with OWLv2 | Dataset Labeling with OWLv2 |
| Generating Synthetic Lung Images | Generating Synthetic Lung Images |
| BlenderProc Examples | BlenderProc Examples |
| Image Labeling with BLIP-2 | Image Labeling with BLIP-2 |
| Synthetic Data Creation with SDXL Turbo | Synthetic Data Creation with SDXL Turbo |
Unit 11 - Zero Shot Computer Vision | No Notebook | No Colab |
Unit 12 - Ethics and Biases | No Notebook | No Colab |
Unit 13 - Outlook | No Notebook | No Colab |