# Computer-Vision-Course

## Docs

- [Introduction](https://huggingface.co/learn/computer-vision-course/unit10/point_clouds.md)
- [Synthetic Data Generation with Diffusion Models](https://huggingface.co/learn/computer-vision-course/unit10/datagen-diffusion-models.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit10/introduction.md)
- [Using a 3D Renderer to Generate Synthetic Data](https://huggingface.co/learn/computer-vision-course/unit10/blenderProc.md)
- [Synthetic Data Generation Using DCGAN](https://huggingface.co/learn/computer-vision-course/unit10/synthetic-lung-images.md)
- [Challenges and Opportunities Associated With Using Synthetic Data](https://huggingface.co/learn/computer-vision-course/unit10/challenges.md)
- [Synthetic Datasets](https://huggingface.co/learn/computer-vision-course/unit10/synthetic_datasets.md)
- [Generative Adversarial Networks](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/gans.md)
- [Variational Autoencoders](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/variational_autoencoders.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/introduction/introduction.md)
- [Introduction to Stable Diffusion](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/diffusion-models/stable-diffusion.md)
- [Introduction to Diffusion Models](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/diffusion-models/introduction.md)
- [Control over Diffusion Models](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/diffusion-models/simple-explanation.md)
- [StyleGAN Variants](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/gans-vaes/stylegan.md)
- [Privacy, Bias and Societal Concerns](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/practical-applications/ethical-issues.md)
- [CycleGAN Introduction](https://huggingface.co/learn/computer-vision-course/unit5/generative-models/practical-applications/cycle_gan.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit11/1.md)
- [Zero-shot Learning](https://huggingface.co/learn/computer-vision-course/unit11/2.md)
- [Welcome to the Community Computer Vision Course](https://huggingface.co/learn/computer-vision-course/unit0/welcome/welcome.md)
- [Table of Contents for Notebooks](https://huggingface.co/learn/computer-vision-course/unit0/welcome/TableOfContents.md)
- [Object Detection](https://huggingface.co/learn/computer-vision-course/unit6/basic-cv-tasks/object_detection.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit6/basic-cv-tasks/introduction.md)
- [Image Segmentation](https://huggingface.co/learn/computer-vision-course/unit6/basic-cv-tasks/segmentation.md)
- [Metric and Relative Monocular Depth Estimation: An Overview. Fine-Tuning Depth Anything V2 👐 📚](https://huggingface.co/learn/computer-vision-course/unit8/monocular_depth_estimation.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit8/3d_measurements_stereo_vision.md)
- [Neural Radiance Fields (NeRFs)](https://huggingface.co/learn/computer-vision-course/unit8/nerf.md)
- [Camera models](https://huggingface.co/learn/computer-vision-course/unit8/terminologies/camera-models.md)
- [Basics of Linear Algebra for 3D Data](https://huggingface.co/learn/computer-vision-course/unit8/terminologies/linear-algebra.md)
- [Representations for 3D Data](https://huggingface.co/learn/computer-vision-course/unit8/terminologies/representations.md)
- [Applications of 3D Vision](https://huggingface.co/learn/computer-vision-course/unit8/introduction/applications.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit8/introduction/introduction.md)
- [A Brief History of 3D Vision](https://huggingface.co/learn/computer-vision-course/unit8/introduction/brief_history.md)
- [Novel View Synthesis](https://huggingface.co/learn/computer-vision-course/unit8/3d-vision/nvs.md)
- [Supplementary reading and resources 🤗🌎](https://huggingface.co/learn/computer-vision-course/unit12/supplementary-material.md)
- [Ethics and Bias in AI 🧑‍🤝‍🧑](https://huggingface.co/learn/computer-vision-course/unit12/ethics-bias-ai.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit12/introduction.md)
- [Exploring Ethical Foundations in CV Models](https://huggingface.co/learn/computer-vision-course/unit12/pre-intro.md)
- [Hugging Face's efforts: Ethics and Society 🤗🌎](https://huggingface.co/learn/computer-vision-course/unit12/conclusion.md)
- [Introduction to model optimization for deployment](https://huggingface.co/learn/computer-vision-course/unit9/intro_to_model_optimization.md)
- [Model Deployment Considerations](https://huggingface.co/learn/computer-vision-course/unit9/model_deployment.md)
- [Model optimization tools and frameworks](https://huggingface.co/learn/computer-vision-course/unit9/tools_and_frameworks.md)
- [Supplementary Reading and Resources 🤗](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/supplementary-material.md)
- [Multimodal Tasks and Models](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/tasks-models-part1.md)
- [A Multimodal World](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/a_multimodal_world.md)
- [Exploring Multimodal Text and Vision Models: Uniting Senses in AI](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/pre-intro.md)
- [Introduction to Vision Language Models](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/vlm-intro.md)
- [Transfer Learning of Multimodal Models](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/transfer_learning.md)
- [Multimodal Text Generation (BLIP)](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/clip-and-relatives/blip.md)
- [Losses](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/clip-and-relatives/losses.md)
- [CLIP and Relatives](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/clip-and-relatives/Introduction.md)
- [Contrastive Language-Image Pre-training (CLIP)](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/clip-and-relatives/clip.md)
- [Multimodal Object Detection (OWL-ViT)](https://huggingface.co/learn/computer-vision-course/unit4/multimodal-models/clip-and-relatives/owl_vit.md)
- [Feature Matching](https://huggingface.co/learn/computer-vision-course/unit1/feature-extraction/feature-matching.md)
- [Feature Description](https://huggingface.co/learn/computer-vision-course/unit1/feature-extraction/feature_description.md)
- [Real-world Applications of Feature Extraction in Computer Vision](https://huggingface.co/learn/computer-vision-course/unit1/feature-extraction/real-world-applications.md)
- [Image](https://huggingface.co/learn/computer-vision-course/unit1/image_and_imaging/image.md)
- [Pre-processing for Computer Vision Tasks](https://huggingface.co/learn/computer-vision-course/unit1/image_and_imaging/examples-preprocess.md)
- [Imaging in Real-life](https://huggingface.co/learn/computer-vision-course/unit1/image_and_imaging/extension-image.md)
- [Image Acquisition Fundamentals in Digital Processing](https://huggingface.co/learn/computer-vision-course/unit1/image_and_imaging/imaging.md)
- [Applications of Computer Vision](https://huggingface.co/learn/computer-vision-course/unit1/chapter1/applications.md)
- [What Is Computer Vision](https://huggingface.co/learn/computer-vision-course/unit1/chapter1/definition.md)
- [Vision](https://huggingface.co/learn/computer-vision-course/unit1/chapter1/motivation.md)
- [Transfer Learning and Fine-tuning Vision Transformers for Image Classification](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/vision-transformers-for-image-classification.md)
- [Vision Transformers for Object Detection](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/vision-transformer-for-object-detection.md)
- [Knowledge Distillation with Vision Transformers](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/knowledge-distillation.md)
- [Convolutional Vision Transformer (CvT)](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/cvt.md)
- [Swin Transformer](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/swin-transformer.md)
- [MobileViT v2](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/mobilevit.md)
- [Transformer-based image segmentation](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/vision-transformers-for-image-segmentation.md)
- [Dilated Neighborhood Attention Transformer (DINAT)](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/dinat.md)
- [OneFormer: One Transformer to Rule Universal Image Segmentation](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/oneformer.md)
- [DEtection TRansformer (DETR)](https://huggingface.co/learn/computer-vision-course/unit3/vision-transformers/detr.md)
- [Hyena](https://huggingface.co/learn/computer-vision-course/unit13/hyena.md)
- [Image-based Joint-Embedding Predictive Architecture (I-JEPA)](https://huggingface.co/learn/computer-vision-course/unit13/i-jepa.md)
- [Overview](https://huggingface.co/learn/computer-vision-course/unit13/hiera.md)
- [Retention In Vision](https://huggingface.co/learn/computer-vision-course/unit13/retention.md)
- [MobileNet](https://huggingface.co/learn/computer-vision-course/unit2/cnns/mobilenet.md)
- [GoogLeNet](https://huggingface.co/learn/computer-vision-course/unit2/cnns/googlenet.md)
- [Transfer Learning](https://huggingface.co/learn/computer-vision-course/unit2/cnns/intro-transfer-learning.md)
- [ConvNext - A ConvNet for the 2020s (2022)](https://huggingface.co/learn/computer-vision-course/unit2/cnns/convnext.md)
- [ResNet (Residual Network)](https://huggingface.co/learn/computer-vision-course/unit2/cnns/resnet.md)
- [YOLO](https://huggingface.co/learn/computer-vision-course/unit2/cnns/yolo.md)
- [Very Deep Convolutional Networks for Large Scale Image Recognition (2014)](https://huggingface.co/learn/computer-vision-course/unit2/cnns/vgg.md)
- [Introduction to Convolutional Neural Networks](https://huggingface.co/learn/computer-vision-course/unit2/cnns/introduction.md)
- [Let's Dive Further with MobileNet](https://huggingface.co/learn/computer-vision-course/unit2/cnns/mobilenetextra.md)
- [Video Processing Basics](https://huggingface.co/learn/computer-vision-course/unit7/video-processing/video-processing-basics.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit7/video-processing/introduction-to-video.md)
- [CNN Based Video Models](https://huggingface.co/learn/computer-vision-course/unit7/video-processing/cnn-based-video-model.md)
- [Multimodal Based Video Models](https://huggingface.co/learn/computer-vision-course/unit7/video-processing/multimodal-based-video-models.md)
- [Introduction](https://huggingface.co/learn/computer-vision-course/unit7/video-processing/rnn-based-video-models.md)
- [Transformers in Video Processing (Part 1)](https://huggingface.co/learn/computer-vision-course/unit7/video-processing/transformers-based-models.md)
