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Table of Contents Getting Used to Docker for Machine Learning Introduction A Quick Recap Dockerfile > Docker Image > Docker Container Dockerfile Docker Image Docker Container Example: Deploying a Flask API Container from Scratch Python Code for Flask API to…

Table of Contents A Deep Dive into Variational Autoencoder with PyTorch Introduction Comparison with Convolutional Autoencoder Architecture Latent Space Loss Function Why Does VAE Stand Out? Why Does the Encoder of a VAE Follow a Gaussian Distribution? Objective Functions of…

Table of Contents YouTube Video Recommendation Systems Overview Candidate Generation Network Architecture and Feature Representation Training Ranking Network Feature Selection Architecture Toward Multi-Task Ranking System Multi-Task Learning Multi-Gate Mixture of Experts Learning Selection Bias Summary Citation Information YouTube Video Recommendation…

Table of Contents SAM from Meta AI (Part 2): Integration with CLIP for Downstream Tasks SAM and CLIP Integration Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure Getting Individual Objects from Image Downstream Tasks with SAM…

Table of Contents SAM from Meta AI (Part 1): Segmentation with Prompts Segment Anything Training SAM Inference with SAM Project Structure Configuring Your Development Environment Need Help Configuring Your Development Environment? Creating Our Configuration File Implementing Visualization Functions Segmentation with…

Table of Contents Getting Started with Docker for Machine Learning Overview: Why the Need? What Are Containers? How Do Containers Differ from Virtual Machines? Most Popular Container Images TensorFlow PyTorch Python NGINX Install Docker Install Docker Manually Install Docker Desktop…

Table of Contents AugMix Breakdown (Part 1): Introduction to AugMix with KerasCV Configuring Your Development Environment Need Help Configuring Your Development Environment? Introduction: Augmentations But Wait, What Is KerasCV? The Dataset The Problem Mismatch Between Training and Test Data Data…

Table of Contents People Counter on OAK Introduction Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure What Is a Script Node in DepthAI? Configuring the Prerequisites Defining the Utilities Setting Up Imports Video Detection Pipeline Tracker…

Table of Contents Amazon Product Recommendation Systems Related-Product Recommendations Product Graph Product Relationships Selection Bias and Cold Start Graph Construction Product Embedding Generation: Forward Pass Algorithm Related-Product Recommendation Loss Function and Training Repeat Purchase Recommendations Repeat Customer Probability Model Aggregate…