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CodeProject.AI Server: AI the easy way.

by CodeProject

Version 2.6.2. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

Artificial Neural Network C++ Class

by Hatem Mostafa

Artificial Neural Network C++ class with two use cases: Counter and Handwritten Digits recognition

A Look into the Future - Source Code Generation by the Bots

by Dmitriy Gakh

The perspectives of creating bots that write programs with two simple examples.

ANNT : Convolutional neural networks

by Andrew Kirillov

The article demonstrates usage of ANNT library for creating convolutional ANNs and applying them to image classification tasks.

Latest Articles

Azure Logic Apps with AI

by Wessel Beulink

As businesses navigate the end of BizTalk and seek potent data transformation solutions, Azure Logic Apps has surged to the forefront, offering an agile, serverless platform that simplifies workflow automation.

Supporting long operations in CodeProject.AI Server modules in Python

by Chris Maunder

This article will show you how to create a module for CodeProject.AI Server that wraps some code that takes a long time to complete

Creating a LLM Chat Module for CodeProject.AI Server

by Matthew Dennis

Create a ChatGPT-like AI module for CodeProject.AI Server that handles a long-running process.

Unveiling the Power of TensorFlow 2.x: A Comprehensive Primer on Execution Modes and Model Building APIs

by Oliver Kohl

This article provides a comprehensive guide to TensorFlow 2.x, covering its execution modes, model building APIs, and insights for choosing the right approach for machine learning projects.

All Articles

Artificial Intelligence

Supporting long operations in CodeProject.AI Server modules in Python

4 Apr 2024 by Chris Maunder

This article will show you how to create a module for CodeProject.AI Server that wraps some code that takes a long time to complete

artificial-intelligence

Creating a LLM Chat Module for CodeProject.AI Server

4 Apr 2024 by Matthew Dennis

Create a ChatGPT-like AI module for CodeProject.AI Server that handles a long-running process.

artificial-intelligence

CodeProject.AI Server: AI the easy way.

29 Feb 2024 by CodeProject

Version 2.6.2. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

artificial-intelligence

object-detection

CodeProject.AI Module creation: A full walkthrough in Python

15 Feb 2024 by Chris Maunder

The full walkthrough of a bare bones module for CodeProject.AI using Python

artificial-intelligence

Understanding Vector Databases

9 Feb 2024 by Nicolas DESCARTES

What are vector databases?

artificial-intelligence

Truly Understanding Neural Networks through their Implementation in C#

8 Feb 2024 by Nicolas DESCARTES

How to implement neural networks in C#?

artificial-intelligence

machine-learning

Truly Understanding Decision Trees and the C4.5 Algorithm through their Implementation in C#

24 Jan 2024 by Nicolas DESCARTES

How to implement decision trees in C#?

artificial-intelligence

machine-learning

SharpMoku a Gomoku/Five in a Row Written in C#

4 Jan 2024 by KrirkDev

This is an article about how to create a Gomoku program with an AI in C#.

artificial-intelligence

Serverless Development Experience for Embedded Computer Vision

27 Dec 2023 by Miguel Angel Cabrera Miñagorri

Learn to create real-time computer vision applications with a couple of Python functions and a model URI.

computer-vision

artificial-intelligence

Fine-Tuning the Falcon 7-Billion Parameter Model with Hugging Face and oneAPI

18 Dec 2023 by Intel

Optimizing Large Language Models on Intel® Xeon® Processors with Intel® Advanced Matrix Extensions (Intel® AMX)

artificial-intelligence

Boosting Business with AI

18 Dec 2023 by Intel

Leveraging Open-Source AI Technologies with Red Hat OpenShift Data Science and Intel® Architecture

artificial-intelligence

Accelerate Llama 2 with Intel® AI Hardware and Software Optimizations

18 Dec 2023 by Intel

Democratizing Access to Large Language Models

artificial-intelligence

Generative AI Playground: LLMs with Camel-5b and Open LLaMA 3B on the Latest Intel® GPU

13 Dec 2023 by Benjamin Consolvo

This article explores the use of Large Language Models (LLMs) in various applications, such as chatbots, code generation, and debugging.

artificial-intelligence

Generative AI Playground: Text-to-Image Stable Diffusion with Stability AI, Stable Diffusion XL, and CompVis on the Latest Intel® GPU

12 Dec 2023 by Benjamin Consolvo

This article discusses the application of Stable Diffusion models in generative AI, focusing on image generation from text prompts.

artificial-intelligence

Generative AI Playground: Image-To-Image Stable Diffusion with RunwayML and Stability AI on the Latest Intel® GPU

11 Dec 2023 by Benjamin Consolvo

This article explores the use of Stable Diffusion models, focusing on image-to-image generation, using Intel's newly released Intel Data Center GPU Max Series 1100.

artificial-intelligence

Artificial Neural Network C++ Class

13 Nov 2023 by Hatem Mostafa

Artificial Neural Network C++ class with two use cases: Counter and Handwritten Digits recognition

artificial-intelligence

Comparing Self-Hosted AI Servers: A Guide for Developers

13 Nov 2023 by Chris Maunder

This article explores the various self-hosted AI frameworks available and understand their strengths, weaknesses, and compatibility with your project requirements. Make an informed decision that aligns with your organization's goals

artificial-intelligence

Streamline Your MLOps Journey with CodeProject.AI Server

13 Nov 2023 by Chris Maunder

Use CodeProject.AI Server to simplify your MLOps by providing a self-hosted, open source solution with easy installation, support for any language or framework, and built-in management of AI modules

artificial-intelligence

Self-Hosted Artificial Intelligence: Keeping Control of Your Data

13 Nov 2023 by Chris Maunder

In this article we will explore how self-hosted AI, specifically CodeProject.AI Server, empowers businesses to leverage the power of AI while maintaining control over their data.

artificial-intelligence

Solving Real-World Problems with Self-Hosted AI: Unleashing the Potential in Your Applications

13 Nov 2023 by Chris Maunder

Discover the fundamentals of artificial intelligence (AI) and how it can revolutionize your business. Learn about the benefits, applications, and practical use cases to ignite your curiosity

computer-vision

artificial-intelligence

How to Run CodeProject.AI Server in Docker

8 Nov 2023 by Sean Ewington

In this article, I guide you through installing Docker, then running CodeProject.AI Server in Docker.

artificial-intelligence

Adding a New Module to CodeProject.AI Server

8 Nov 2023 by Chris Maunder

In this article we explore how CodeProject.AI Server really works, and how simple it is to add your own functionality to CodeProject.AI server quickly and easily, leaving you to focus on your business, not your MLOps

artificial-intelligence

Transforming Data into Insights: The Art of Machine Learning

8 Nov 2023 by Chris Maunder

Dive into the world of machine learning and explore how it empowers businesses to extract valuable insights from vast amounts of data. Discover practical techniques and tools for successful implementation.

artificial-intelligence

machine-learning

Let's Code that Wicked Cool Calculator

30 Oct 2023 by Rami Alshaar

Enhance your coding skills with a walkthrough on how to create a smart calculator with many features made in Python.

artificial-intelligence

CodeProject.AI Server Modules Registry

26 Oct 2023 by Chris Maunder

A registry for downloadable modules for installation in CodeProject.AI Server

artificial-intelligence

Taking Intelligent Apps to the Next Level: Implementing Advanced Features with Azure Machine Learning: Part 2

25 Oct 2023 by Cloud Native Apps Team

In this four-part series, you’ll learn how to create an Intelligent App with Azure Container Apps. In this fourth and final part, you’ll explore how to integrate a custom model into your Intelligent Apps, enhancing the application’s features with specialized AI.

artificial-intelligence

machine-learning

Taking Intelligent Apps to the Next Level: Implementing Advanced Features with Azure Machine Learning: Part 1

24 Oct 2023 by Cloud Native Apps Team

In this four-part series, you’ll learn how to create an Intelligent App with Azure Container Apps. In this third part, you’ll explore how to level up your Intelligent Apps by training a custom model using your own dataset.

artificial-intelligence

machine-learning

Deploy an Intelligent App on Azure Container Apps with Azure AI: Part 2

23 Oct 2023 by Cloud Native Apps Team

In this four-part series, you’ll learn how to create an Intelligent App with Azure. This second tutorial demonstrates how to add intelligent features to this user feedback analysis application. Then, it explores how to use your new Intelligent App to analyze user feedback.

artificial-intelligence

Deploy an Intelligent App on Azure Container Apps with Azure AI: Part 1

20 Oct 2023 by Cloud Native Apps Team

In this four-part series, you’ll learn how to create an Intelligent App with Azure. This first tutorial walks you through what Azure AI and Azure Container Apps are, how to set up an Azure environment, and building your basic application.

artificial-intelligence

Powering Intelligent Apps with a Multi-Model Database Using Azure Cosmos DB and Azure Kubernetes Service

17 Oct 2023 by Cloud Native Apps Team

In topic 2 of our series, we explore the power of multi-model databases for Intelligent Apps and their integration with Azure Cosmos DB and Azure Kubernetes Service (AKS).

artificial-intelligence

Jumpstart Your AI Journey: Building Your First Intelligent App with Azure AI and AKS - Part 2

16 Oct 2023 by Cloud Native Apps Team

In the last article, we created an Intelligent App that leverages Azure AI Vision to analyze images and extract data. We developed an API to perform optical character recognition (OCR) on uploaded images and tested this API locally.

artificial-intelligence

Jumpstart Your AI Journey: Building Your First Intelligent App with Azure AI and AKS

13 Oct 2023 by Cloud Native Apps Team

In this first article of our hands-on series, we’ll delve into creating an Intelligent App that leverages Azure AI Vision to analyze images and extract data.

artificial-intelligence

Cultivating a Culture for Intelligent Apps: Organizational Readiness and Change Management

25 Sep 2023 by Cloud Native Apps Team

Prepare your organization to adopt intelligent apps by taking a change management approach.

artificial-intelligence

Preparing the Path for Intelligent Apps: Transitioning from On-Premises/IaaS to Cloud-Native Applications

22 Sep 2023 by Cloud Native Apps Team

Check out this article of our series on intelligent apps to learn best practices for transitioning your on-premises or IaaS solutions to intelligent apps.

artificial-intelligence

machine-learning

Unleashing Business Transformation: How Digital Natives Can Leverage Generative AI

21 Sep 2023 by Cloud Native Apps Team

This article explores how digital natives and Independent Software Vendors (ISVs) can transform their business operations and generate higher value for customers with generative AI and intelligent apps.

artificial-intelligence

Reimagining Application Development with AI: A New Paradigm

20 Sep 2023 by Cloud Native Apps Team

In the part of our series on intelligent apps, we’ll explore how AI is transforming application development, from design and architecture to building.

artificial-intelligence

Demystifying Intelligent Applications: Leveraging AI in App Development

19 Sep 2023 by Cloud Native Apps Team

This article explores the concept of intelligent applications for readers, providing a clear understanding of the role of AI capabilities in modern applications.

artificial-intelligence

Harnessing the Power of Intelligent Apps: Real-world Success Stories

19 Sep 2023 by Cloud Native Apps Team

Explore real-world examples of how Intelligent Apps revolutionize logistics, retail, finance, manufacturing, tech, and medicine

artificial-intelligence

How to Setup CodeProject.AI Server with Home Assistant Container

11 Aug 2023 by Sean Ewington

In this article, I set up Home Assistant Container to work with CodeProject.AI Server and a Wyze Cam v3. Then as a proof of concept, I'll use CodeProject.AI Server to detect a person from Home Assistant.

artificial-intelligence

Running CodeProject.AI Server on a Raspberry Pi

10 Aug 2023 by Chris Maunder

Building, running and debugging CodeProject.AI Server on a Raspberry Pi

artificial-intelligence

Adding a .NET AI Module to CodeProject.AI Server

28 Jun 2023 by Matthew Dennis

A brief walkthrough of adding a new .NET AI module to CodeProject.AI Server

artificial-intelligence

MultiClass Logistic Classifier in Python

14 Jun 2023 by pi19404

Supervised ML algorithm for multi-class classification

artificial-intelligence

machine-learning

Object Detection with an IP Camera using Python and CodeProject.AI Server, Part 2

23 May 2023 by Chris Maunder

The second in a two-part series on detecting objects and evil rodents

artificial-intelligence

object-detection

Essential Tools for Jumpstarting AI Development Projects

10 May 2023 by Intel

This article examines oneAPI and explores some of Intel's many tools built on it to see how oneAPI makes AI development more straightforward and manageable.

artificial-intelligence

Accelerating Artificial Intelligence with Intel® End-to-End AI Optimization Kit

10 May 2023 by Jian_Zhang

Democratizing AI with Intel-Optimized Software

artificial-intelligence

How to Setup CodeProject.AI Server on a Raspberry Pi with Home Assistant OS

1 May 2023 by Sean Ewington

In this article, I'm going to set up Home Assistant OS on a Raspberry Pi 4, then use CodeProject.AI Server to detect a person, and then have Home Assistant send a notification with an image to a mobile phone.

artificial-intelligence

FAQ: Blue Iris and CodeProject.AI Server

7 Apr 2023 by Sean Ewington

This article is a continually updated FAQ on how to use Blue Iris with CodeProject.AI Server

artificial-intelligence

Logo Recognition System

28 Mar 2023 by Ammar Albush 1997

Logo Recognition System Program written in C# .NET 6.0 Windows Form (Tensorflow.net,Tensorflow.keras,Emgu Cv,ScottPlot.WinForms,Newtonsoft.Json)

artificial-intelligence

Person Detection with CodeProject.AI Server and Home Assistant

23 Mar 2023 by Sean Ewington

In this article, I use CodeProject.AI Server, Agent DVR, and Home Assistant Container to detect when a person is in the camera's frame, start recording, then take a snapshot that gets sent to my phone with an alert.

artificial-intelligence

A Guide to Detection of an Unknown Face with CodeProject.AI Server and Blue Iris

3 Mar 2023 by Sean Ewington

In this article, I use CodeProject.AI Server and Blue Iris to detect an unknown person and send an email notification with a picture when that happens.

artificial-intelligence

How to Install Home Assistant Container on Windows and Publish an MQTT Message

1 Feb 2023 by Sean Ewington

In this article, I will show you how to install Home Assistant Container on Windows, using Docker and Portainer, get it working with Agent DVR, and send an MQTT message from Agent DVR using CodeProject.AI Server to detect a person.

artificial-intelligence

How to Setup a Custom AI Model in Agent DVR Using CodeProject.AI Server

19 Jan 2023 by Sean Ewington

In this article I show to use Agent DVR and CodeProject.AI Server to detect a delivery package, and take a recording when a package is detected.

artificial-intelligence

Agent DVR Facial Recognition with CodeProject.AI Server

17 Jan 2023 by Sean Ewington

In this article, I set up facial recognition with Agent DVR and CodeProject.AI Server.

artificial-intelligence

Package Delivery Detection using CodeProject.AI Server and Blue Iris

9 Dec 2022 by Sean Ewington

In this article, I download a custom model to detect packages, set up Blue Iris to detect the package, trigger an alert, and send an email notification that a package has arrived.

artificial-intelligence

How to Setup Agent DVR and CodeProject.AI Server on Windows Using a Wyze Cam

9 Dec 2022 by Sean Ewington

In this article, we setup Agent DVR, get it running with CodeProject.AI Server, and setup Agent DVR to trigger an alert when a person is detected.

artificial-intelligence

KReversi, Learn to Implement Minimax Algorithm by Creating a Reversi Bot

7 Dec 2022 by KrirkDev

This game allows you to create a Minimax bot, then play reversi with it.

artificial-intelligence

CodeProject.AI Server, Blue Iris and Face Recognition

29 Nov 2022 by Sean Ewington

In this article, I show you how to get facial recognition working in Blue Iris and CodeProject.AI Server.

artificial-intelligence

How to Train a Custom YOLOv5 Model to Detect Objects

25 Nov 2022 by Matthew Dennis

In this article, I will discuss what I experienced while creating a custom model for the detection of backyard pests. You can download the resulting critters.pt file.

artificial-intelligence

How to Setup Blue Iris and CodeProject.AI Server on Windows Using a Wyze Cam

28 Oct 2022 by Sean Ewington

In this article, I walk you through setting up CodeProject.AI Server and Blue Iris using a Wyze Cam v3.

artificial-intelligence

Object Detection with an IP Camera using Python and CodeProject.AI Server

17 Oct 2022 by Chris Maunder

The first in a two-part series on detecting objects and evil rodents

artificial-intelligence

object-detection

K-means using F#

10 Jun 2022 by Gaston Verelst

How to use F# to implement algorithms such of k-means

artificial-intelligence

machine-learning

Evolution of Microsoft Bot Framework

8 Jun 2022 by Ganesan Senthilvel

An interesting article on Artificial Intelligence Chat Ro(Bot) application development

artificial-intelligence

machine-learning

Backgammon Artificial Intelligence

2 May 2022 by KristianEkman

How to build an AI which plays Backgammon

artificial-intelligence

machine-learning

5 Ways to Add Artificial Intelligence to an Existing Application

22 Apr 2022 by Chris Maunder

Adding AI to your applications doesn’t have to be all about fighting the tools and libraries

artificial-intelligence

Using CodeProject.AI Server with Blue Iris

31 Jan 2022 by Matthew Dennis

Integrating CodeProject.AI Server with the Blue Iris video security and webcam system

artificial-intelligence

Data Mining: An Introduction to Neural Networks in SQL Server

7 Jan 2022 by Harinder Saluja

Implement Neural Network in SQL Server

artificial-intelligence

Bezier Curve Machine Learning Demonstration

15 Dec 2021 by asiwel

Bezier Curve Classification Training And Validation Models Using ALGLIB

artificial-intelligence

machine-learning

7 Dec 2021 by Mahsa Hassankashi

Deep learning convolutional neural network by tensorflow python, complete and easy understanding

artificial-intelligence

machine-learning

Hybrid Edge AI for Facial Recognition: Next Steps

4 Aug 2021 by Sergey L. Gladkiy

In this article, we’ll discuss some aspects of developing a facial recognition system from scratch.

artificial-intelligence

Running Face Recognition on Kubernetes

3 Aug 2021 by Sergey L. Gladkiy

In this next article of the series, we’ll show how to run the face recognition servers on Kubernetes.

artificial-intelligence

Web API for Face Recognition

30 Jul 2021 by Sergey L. Gladkiy

In this article, we’ll wrap the face identification model in a simple Web API, create a client application on the Raspberry Pi, and run the client-server system.

artificial-intelligence

Using Docker for Facial Identification

29 Jul 2021 by Sergey L. Gladkiy

In this article we create a Docker container for this system.

artificial-intelligence

Introduction to Face Identification

28 Jul 2021 by Sergey L. Gladkiy

In this article, we focus on developing and testing a face identification algorithm along with the face detection module.

artificial-intelligence

AI-Enhanced Data Science with Azure Synapse Analytics Part 1: Overview

22 Jul 2021 by MehreenTahir

In this article we learn about how Azure Synapse Analytics and Azure Machine Learning help analyze data without extensive coding and ML experience.

artificial-intelligence

machine-learning

AI Face Detection on Raspberry Pi

21 Jul 2021 by Sergey L. Gladkiy

In this article we’ll run our face detector on a Raspberry Pi device.

artificial-intelligence

Hybrid Edge AI Face Alignment

20 Jul 2021 by Sergey L. Gladkiy

In this article I’ll explain how to perform the alignment based on the face landmarks the detector has found.

artificial-intelligence

Hybrid Edge AI Face Detection

19 Jul 2021 by Sergey L. Gladkiy

In this article, we’ll run a pretrained DNN model to detect faces in video.

artificial-intelligence

Getting Started With Hybrid Edge AI for Facial Recognition

16 Jul 2021 by Sergey L. Gladkiy

In this article we discuss the principles of face detection and facial recognition.

artificial-intelligence

Read Sales Receipts And Extract Details Using Pre-Built ML Model - Azure Cognitive Services

9 Jul 2021 by Shweta Lodha

Ways to extract information from sales receipt and detailed demonstration of how to use pre-built ML models

artificial-intelligence

machine-learning

Deploying AI Docker Containers to the Cloud

25 May 2021 by Jarek Szczegielniak

In this article, we publish our NLP API service to Azure using Azure Container Instances.

artificial-intelligence

machine-learning

Debugging AI Code Running in a Docker Container

21 May 2021 by Jarek Szczegielniak

In this article we use Visual Studio Code to edit and debug our increasingly complex code running inside a Docker container.

artificial-intelligence

machine-learning

Exposing Dockerized AI Models via RESTful API

20 May 2021 by Jarek Szczegielniak

In this article, we’ll modify our code to expose the same logic via a Rest API service.

artificial-intelligence

machine-learning

Dockerized AI on Large Models With NLP and Transformers

19 May 2021 by Jarek Szczegielniak

In this article we run an inference model for NLP using models persisted on a Docker volume.

artificial-intelligence

machine-learning

Multi-Stage Docker Builds for AI Object Detection

18 May 2021 by Jarek Szczegielniak

In this article we run inference on sample images with TensorFlow using a containerized Object Detection API environment.

artificial-intelligence

machine-learning

.NET, TensorFlow, and the Windmills of Kaggle

12 May 2021 by LOST_FREEMAN

Hands-on data science competition with TensorFlow on .NET

artificial-intelligence

BriefMaker – An App for Processing Real-Time Market Data

10 May 2021 by Ryan Scott White

Converts past and real-time stock market tick data into time-sliced summaries called Briefs

artificial-intelligence

Automatic Training, Testing, and Deployment of AI Using MLOps: Overview

3 May 2021 by Sergio Virahonda

In this article series, we'll demonstrate how to take use a CI/CD pipeline - a tool usually used by developers and DevOps teams - and demonstrate how to use it to create a complete training, test, and deployment pipeline for AI that meets the requirements of level 2 in the Google MLOps Maturity

artificial-intelligence

machine-learning

continuous-delivery

continuous-integration

How Quantum Computing can Impact the Healthcare Industry?

26 Apr 2021 by Nirosh

Impact of quantum computing on healthcare industry

artificial-intelligence

quantum-computing

Creating Docker Containers for AI and Machine Learning

26 Apr 2021 by Jarek Szczegielniak

In this article, we’ll start applying our basic Docker knowledge while creating and running containers in the various MLng scenarios.

artificial-intelligence

machine-learning

Containerized AI and Machine Learning: Overview

23 Apr 2021 by Jarek Szczegielniak

In this article – the first one of the series – we’ll go over some Docker basics as they apply to ML applications.

artificial-intelligence

machine-learning

AI Language Translation With Multiple Languages

20 Apr 2021 by Martin_Rupp

In this article, we’ll train and test our translation models on additional languages.

artificial-intelligence

How to Train and Test an AI Language Translation System

19 Apr 2021 by Martin_Rupp

In this article, we’ll train and test the model we created in the previous entry in the series.

artificial-intelligence

Building AI Language Translation with TensorFlow and Keras

16 Apr 2021 by Martin_Rupp

In this article we’ll build our AI language translation system.

artificial-intelligence

Tools for Building AI Language Translation Systems

15 Apr 2021 by Martin_Rupp

Tools and software required to build a DL-based automatic translation system

artificial-intelligence

A Deep Dive Into Machine Translation

14 Apr 2021 by Martin_Rupp

In this article we introduce the main theoretical concepts required for building an ML-based translator.

artificial-intelligence

machine-learning

A Brief Introduction to AI and Machine Language Translation

13 Apr 2021 by Martin_Rupp

In this series of articles, we’ll show you how to use deep learning to create an automatic translation system.

artificial-intelligence

Training and Running a GAN for Fashion Design Generation

22 Mar 2021 by Abdulkader Helwan

In this article we show you how to train the GAN for fashion design generation.

artificial-intelligence

Generate New Fashion Designs with a Generative Adversarial Network (GAN)

19 Mar 2021 by Abdulkader Helwan

In this article we show you how to build a Generative Adversarial Network (GAN) for fashion design generation.

artificial-intelligence

Running AI Fashion Classification on Real Data

18 Mar 2021 by Abdulkader Helwan

In this article we evaluate VGG19 using real images taken by a phone camera.

artificial-intelligence

Fine-tuning VGG16 to Classify Clothing

17 Mar 2021 by Abdulkader Helwan

In this article we show you how to train VGG19 to recognize what people are wearing.

artificial-intelligence