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Overview
Next-Gen Computer Vision: YOLOv8, DINO-GPT4V, Open CV4, Face Recognition, Generative AI, Diffusion Models & Transformers What you'll learn: All major Computer Vision theory and concepts (updated in late 2023!)Learn to use Py Torch, Tensor Flow 2. 0 and Keras for Computer Vision Deep Learning tasks YOLOv8: Cutting-edge Object Recognition DINO-GPT4V: Next-Gen Vision Models Learn all major Object Detection Frameworks from YOLOv8, R-CNNs, Detectron2, SSDs, Efficient Detect and more!Deep Segmentation with Segment Anything, U-Net, Seg Net and Deep Lab V3Understand what...
Syllabus
- Introduction
- Download Code and Setup Colab
- OpenCV - Image Operations
- OpenCV - Image Segmentation
- OpenCV - Haar Cascade Classifiers
- OpenCV - Image Analysis and Transformation
- OpenCV - Motion and Object Tracking
- OpenCV - Facial Landmark Detection & Face Swaps
- OpenCV Projects
- OpenCV - Working With Video
- ChatGPT4's Computer Vision Revolution and Transformers
- GPT4V - DINO-GPT4V: Next-Gen Vision Models (2023 Update)
- MetaCLIP - Comparing Images
- Deep Learning in Computer Vision Introduction
- Building CNNs in PyTorch
- Building CNNs in TensorFlow with Keras
- Assessing Model Performance
- Improving Models and Advanced CNN Design
- Visualizing What CNN's Learn
- Advamced Convolutional Neural Networks
- Building and Loading Advanced CNN Archiectures and Rank-N Accuracy
- Using Callbacks in Keras and PyTorch
- PyTorch Lightning
- Transfer Learning and Fine Tuning
- Google DeepStream and Neural Style Transfer
- Autoencoders
- Generative Adversarial Networks (GANs)
- Siamese Network
- Face Recognition (Age, Gender, Emotion and Ethnicity) with Deep Learning
- Object Detection
- Modern Object Detectors - YOLOv8, EfficientDet, Detectron2
- Gun Detector - Scaled-YoloV4
- Mask Detector TFODAPI MobileNetV2_SSD
- Sign Language Detector TFODAPI EfficentDet
- Pothole Detector - TinyYOLOv4
- Mushroom Detector Detectron2
- Website Region Detector YOLOv4 Darknet
- Drone Maritime Detector R-CNN
- Chess Piece YOLOv3
- Bloodcell Detector YOLOv5
- Hard Hat Detector EfficentDet
- Bloodcell Detector YOLOv5
- Plant Doctor Detector YOLOv5
- Deep Segmentation - U-Net, SegNet, DeeplabV3 and Mask R-CNN
- Segment Anything Model (SAM)
- Body Pose Estimation
- Tracking with DeepSORT
- Deep Fakes
- Vision Transformers - ViTs
- BiT BigTransfer Classifier Keras
- Depth Estimation
- Image Similarity using Metric Learning
- Image Captioning with Keras
- Video Classification usign CNN+RNN
- Video Classification with Transformers
- Point Cloud Classification PointNet
- Point Cloud Segmentation Using PointNet
- Tutorial on Neural Radiance Fields (NeRFs)
- 3D Vision and Lidar
- 3D Reconstrution
- Computer Vision Anotation Strategies
- Medical Project - X-Ray Pneumonia Prediction
- Medical Project - 3D CT Scan Classification
- Low Light Image Enhancement MIRNet
- Deploy your CV App using Flask RestFUL API & Web App
- OCR Captcha Cracker
- Productionising Computer Vision Models Cloud, GPUs, Embedded Devices and Mobile
- New - Google Colab Tutorial Videos
Instructor
Rajeev D. Ratan
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