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AI Applications
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FastAPI Meets OpenAI CLIP: Build and Deploy with Docker

March 24, 2025

Table of Contents FastAPI Meets OpenAI CLIP: Build and Deploy with Docker Building on FastAPI Foundations What’s Next? What Is OpenAI CLIP? How OpenAI CLIP Works: Understanding Text-Image Matching and Contrastive Learning Contrastive Pre-Training: Aligning Text and Image Embeddings Shared…

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Continuous Delivery Pipelines
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FastAPI Deployment Strategies
GitHub Actions CI/CD
GitHub Container Registry (GHCR)
Tutorial
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FastAPI with GitHub Actions and GHCR: Continuous Delivery Made Simple

November 11, 2024

Table of Contents FastAPI with GitHub Actions and GHCR: Continuous Delivery Made Simple Transition to Continuous Deployment (CD) Why Continuous Deployment Matters for FastAPI Projects Configuring Your Development Environment Project Directory Structure for Following Lessons What Is GitHub Container Registry…

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Installation Guides
Python
TensorFlow
Tutorial
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No Module Named ‘tensorflow’

July 29, 2024

Table of Contents No Module Named ‘tensorflow’ What Is TensorFlow 2? Prerequisites and Operating System TensorFlow Installation Steps Alternative TensorFlow Installation Methods Using Docker for TensorFlow Installing TensorFlow with Conda Learn TensorFlow Hands-On Summary Citation Information No Module Named ‘tensorflow’…

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Large Language Models
Local Large Language Models
Model Management
Software Installation
Tutorial
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Inside Look: Exploring Ollama for On-Device AI

May 20, 2024

Table of Contents Inside Look: Exploring Ollama for On-Device AI Introduction to Ollama Overview of Ollama Installing Ollama on a MacOS Ollama’s Model Registry: A Treasure Trove of LLMs Ollama as a Command Line Interface Tool History and Contextual Awareness…

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Docker
Machine Learning
Tutorial

Setting Up a GPU Development Environment Using Docker

October 16, 2023

Table of Contents Setting Up a GPU Development Environment Using Docker Introduction A Quick Recap Setting Up Our Virtual Machine Allocation Configuring Our Virtual Machine Summary Citation Information Setting Up a GPU Development Environment Using Docker In this tutorial, you…

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Docker
Machine Learning
Tutorial

Getting Used to Docker for Machine Learning

October 9, 2023

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…

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Docker
Machine Learning
Tutorial

Getting Started with Docker for Machine Learning

September 4, 2023

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…

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Examples of Image Search Engines
Image Search Engine Basics
Tutorials

Adding a web interface to our image search engine with Flask

December 8, 2014

This is a guest post by Michael Herman from Real Python – learn Python programming and web development through hands-on, interesting examples that are useful and fun! In this tutorial, we’ll take the command line image search engine from the…

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Topics

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  • Dlib Library
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  • Face Applications
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