PyImageSearch

OCTOBER 2, 2023

Project Structure We first need to review our project directory structure. Configuring the Prerequisites Before we start our implementation, let’s review our project’s configuration. ✓ Access on mobile, laptop, desktop, etc. No installation required. network.py : Contains the VAE architecture implementation in PyTorch.

Computer Vision 120

Computer Vision Deep Learning Neural Network Auto-complete 120

PyImageSearch

JANUARY 8, 2024

Project Structure We first need to review our project directory structure. How can we tackle this simple problem and enhance our model so that it not only correctly predicts categories on original images but also on sketches and cartoons of cats and dogs? ✓ Access on mobile, laptop, desktop, etc. No installation required.

Computer Vision 64

Computer Vision Neural Network Deep Learning Artificial Intelligence 64

PyImageSearch

SEPTEMBER 18, 2023

Suppose we have an image I with multiple objects, and we want to classify each object in the image into a set of categories in a zero-shot way (i.e., Project Structure We first need to review our project directory structure. ✓ Access on mobile, laptop, desktop, etc. without using any data to train the model).

Computer Vision 67

Computer Vision Deep Learning AI AI 67

PyImageSearch

NOVEMBER 6, 2023

Project Structure We first need to review our project directory structure. Finding Unique Mask Values ( Lines 59-62 ) For segmentation tasks, each pixel in a mask corresponds to a particular class or category. These unique values represent the different classes/categories in the segmentation masks. No installation required.

Computer Vision 67

Computer Vision Neural Network Deep Learning Categorization 67

The MLOps Blog

JUNE 27, 2023

Review vendor support and maintenance terms (SLAs and SLOs), contractual agreements, and negotiation flexibility to align with your organization’s needs. Model review, collaboration, and sharing : can you approve models automatically and manually before moving to production? Can you customize the UI to your needs?

Machine Learning 134

Machine Learning Metadata Data Quality Data Scientist 134

PyImageSearch

DECEMBER 19, 2022

Project Structure We first need to review our project directory structure. Before we walk through the object detection code, let’s review the utilities for the object detection pipeline. ✓ Access on mobile, laptop, desktop, etc. No installation required. For that, we will move on to the utils.py FONT_HERSHEY_TRIPLEX, 0.5,

Neural Network 52

Neural Network Computer Vision Deep Learning Metadata 52

PyImageSearch

JULY 17, 2023

Project Structure We first need to review our project directory structure. Configuring the Prerequisites Before we start our implementation, let’s review our project’s configuration. Figure 7 : Visualization of the Latent Space for the Test Dataset, Colored by Clothing Category (source: image by the author). The config.py

Computer Vision 98

Computer Vision Deep Learning Python Machine Learning 98

PyImageSearch

SEPTEMBER 11, 2023

CLIP is prompted with hand-engineered text prompts to enhance its zero-shot classification performance on object categories, etc. Project Structure We first need to review our project directory structure. ✓ Access on mobile, laptop, desktop, etc.

Computer Vision 117

Computer Vision AI AI Prompt Engineer 117