The article discusses the challenges in training accurate object detection models for industrial visual inspection and proposes the use of synthetic data to address dataset limitations.

CodeProject.AI Server: AI the easy way.

by CodeProject

Version 2.6.5. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

CodeProject.AI Server Modules Registry

by Chris Maunder

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

All Articles

top

Artificial Intelligence

CodeProject.AI Server: AI the easy way.

27 May 2024 by CodeProject

Version 2.6.5. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

CUDA

artificial-intelligence

mlops

CodeProject.AI

object-detection

nvidia

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

14 Dec 2018 by Dmitriy Gakh

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

.NET

VS2015

artificial-intelligence

machine-learning

TDD

ANNT : Convolutional neural networks

28 Oct 2018 by Andrew Kirillov

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

artificial-intelligence

Inference in Belief Networks

6 Dec 2002 by hzhou

A C# implementation of bucket elimination algorithm for inference in belief networks.

Windows

.NET

.NET1.0

artificial-intelligence

Visual-Studio

Dev

Build Simple AI .NET Library - Part 1 - Basics First

9 Sep 2017 by Gamil Yassin

Part 1 of a series of articles demonstrating .NET AI library from scratch

.NET

artificial-intelligence

Backgammon Artificial Intelligence

2 May 2022 by KristianEkman

How to build an AI which plays Backgammon

artificial-intelligence

machine-learning

algorithm

Adding a Self Hosted Chatbot to an ASP.NET Website

26 Aug 2020 by DaveMathews

Automated Chat bot agent in an ASP.NET website that does not depend on any external API services

artificial-intelligence

ASP.NET

bot

ANNT: Feed Forward Fully Connected Neural Networks

28 Sep 2018 by Andrew Kirillov

The article demonstrates usage of ANNT library for creating fully connected ANNs and applying them to different tasks.

C++

artificial-intelligence

machine-learning

ANN

neural-network

Build Simple AI .NET Library - Part 5 - Artificial Neural Networks

18 Sep 2017 by Gamil Yassin

Types of Artificial Neural Networks

.NET

artificial-intelligence

A Tic Tac Toe AI with Neural Networks and Machine Learning

24 Jun 2019 by Thomas Daniels

This article describes the making of a tic tac toe player that uses neural networks and machine learning.

.NET

artificial-intelligence

neural-network

machine-learning

game

Bezier Curve Machine Learning Demonstration

15 Dec 2021 by asiwel

Bezier Curve Classification Training And Validation Models Using ALGLIB

artificial-intelligence

text

machine-learning

JSON

AI based Tic Tac Toe (Java code)

27 May 2014 by Mohd Akram

Java Tic Tac Toe (AI based)

HTML

Java

artificial-intelligence

machine-learning

game

Build Simple AI .NET Library - Part 3 - Perceptron

16 Sep 2017 by Gamil Yassin

Perceptron, when to use it and sample code

.NET

artificial-intelligence

neural-network

network

Data Visualization – Insights with Matplotlib

3 Oct 2020 by Sandeep Mewara

A detailed look at how to deduce insights using Matplotlib with real world examples.

Python

artificial-intelligence

machine-learning

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

Python

artificial-intelligence

object-detection

CodeProject.AI

Correcting Missing Data in Pandas

29 May 2020 by Glenn Prince

In this third part of the Data Cleaning with Python and Pandas series, we delve into some of the problems the dataset may contain.

Python

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

Build Simple AI .NET Library - Part 4 - Beyond Perceptron

17 Sep 2017 by Gamil Yassin

Part 4 of a series of articles demonstrating .NET AI library from scratch

.NET

artificial-intelligence

neural-network

ANN

network

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

Introducing Jupyter and Pandas

29 May 2020 by Glenn Prince

This article is the first in the Data Cleaning with Python and Pandas series that helps working developers get up to speed on data science tools and techniques.

Python

artificial-intelligence

Jupyter

machine-learning

Loading CSV and SQL Data into Pandas

29 May 2020 by Glenn Prince

In this second part of the Data Cleaning with Python and Pandas series, now that we have a Jupyter Notebook set up and some basic libraries initialized, we need to load some data. To do this, we’ll load data from a CSV file, as well as from a local SQLite database.

Python

SQLite

artificial-intelligence

CSV

Reshaping Data in a Pandas DataFrame

29 May 2020 by Glenn Prince

In this sixth part of the Data Cleaning with Python and Pandas series, we look at a few of the simpler methods for combining data.

Python

artificial-intelligence

Custom Model Object Detection with OpenCV and ImageAI

11 Jun 2020 by Glenn Prince

This article gives you a good starting point for your own object detection projects.

Python

artificial-intelligence

machine-learning

OpenCV

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.

RaspberryPi4

artificial-intelligence

Home-Assistant

CodeProject.AI

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

.NET

artificial-intelligence

Visual-Studio

big-data

capture

Neural Network Learning by the Levenberg-Marquardt Algorithm with Bayesian Regularization (part 1)

25 Feb 2010 by César de Souza

A complete explanation for the totally lost, part 1 of 2. The Levenberg–Marquardt algorithm provides a numerical solution to the problem of minimizing a (generally nonlinear) function. This article shows how the Levenberg-Marquart can be used to train Neural Networks.

.NET

artificial-intelligence

Build Simple AI .NET Library - Part 6 - ML Algorithms

29 Sep 2017 by Gamil Yassin

ML algorithms based on function or type of problems they solve

.NET

artificial-intelligence

machine-learning

K-means using F#

10 Jun 2022 by Gaston Verelst

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

artificial-intelligence

Visual-Studio

machine-learning

Tides of Time Bot and Game – Application of Minimax (with Alpha Beta Pruning)

13 Mar 2019 by Oana Mancu

Any deterministic game can be broken down to its core functionalities. By understanding them, one can implement fundamental algorithms such as Minimax (with alpha beta pruning), thus paving the way towards a better AI opponent.

artificial-intelligence

Using Pretrained Models to Detect People With OpenCV and ImageAI

8 Jun 2020 by Glenn Prince

In this article, we'll have a look at some of the pretrained models we can use in ImageAI to start detecting people in images.

Python

artificial-intelligence

Creating a Turing Machine in Python – Part 1

3 Nov 2018 by Philipp_Engelmann

In this series, I want to show you how to create a simple console-based Turing machine in Python. You can check out the full source code on https://github.com/phillikus/turing_machine. In this part, I will explain the fundamental theory behind Turing machines and set up the project based on that.

artificial-intelligence

machine-learning

neural-network

Create a ML Classification Pipeline in .NET with ClassifyBot

8 Apr 2018 by Allister Beharry

We'll use the ClassifyBot program to put together an ML pipeline to solve a text classification problem using open-source ML components

artificial-intelligence

Dev

Three Approaches for Machine Learning

4 Sep 2020 by Mosi_62

Logistic regression, back propagation and support vector machine in comparison on the Iris data set

artificial-intelligence

Visual-Studio

Architect

algorithm

Combining Multiple Datasets in Pandas

29 May 2020 by Glenn Prince

In this fourth part of the Data Cleaning with Python and Pandas series, we look at a few of the simpler methods for combining data

Python

artificial-intelligence

Installing OpenCV and ImageAI for Object Detection

4 Jun 2020 by Glenn Prince

In this article, we'll set up everything we need to build a hardhat detector with OpenCV.

Python

artificial-intelligence

machine-learning

Jupyter

OpenCV

The Math behind Neural Networks: Part 2 - The ADALINE Perceptron

20 Aug 2020 by Serge Desmedt

A try it yourself guide to the basic math behind ADALINE perceptron

Javascript

Knockout.js

artificial-intelligence

ANN

neural-network

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

CodeProject.AI

docker

GALib

24 Jan 2010 by Jeroen De Dauw

A small C# library that provides scaffolding for genetic algorithm based functionality.

artificial-intelligence

Dev

Creating a Turing Machine in Python – Part 2

22 Nov 2018 by Philipp_Engelmann

How to create a Turing machine in Python - Part 2

Python

artificial-intelligence

machine-learning

neural-network

Data Visualization using Seaborn and Pandas

29 May 2020 by Glenn Prince

In this seventh part of the Data Cleaning with Python and Pandas series, we can explore our visualization options.

Python

artificial-intelligence

Preparing Images for Object Detection With OpenCV and ImageAI

9 Jun 2020 by Glenn Prince

In this article, we train our own custom model to detect if people are wearing hardhats.

Python

artificial-intelligence

machine-learning

OpenCV

AI Anomaly Detection on Bitcoin Time Series Data

26 Feb 2021 by Sergio Virahonda

In this article we talk about anomaly detection on time series data.

Python

artificial-intelligence

tensorflow

Keras

neural-network

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.

Markdown

Python

artificial-intelligence

Matplotlib

text

Learning Machine Learning, Part 3: Application

14 Feb 2017 by Alibaba Cloud

This post features a basic introduction to machine learning (ML). You don’t need any prior knowledge about ML to get the best out of this article. Before getting started, let’s address this question: "Is ML so important that I really need to read this post?"

artificial-intelligence

big-data

parallel-processing

machine-learning

Cleaning Data in a Pandas DataFrame

29 May 2020 by Glenn Prince

In this fifth part of the Data Cleaning with Python and Pandas series, we take one last pass to clean up the dataset before reshaping.

Python

artificial-intelligence

Training a Custom Model with OpenCV and ImageAI

10 Jun 2020 by Glenn Prince

In this article, we begin the process of creating a custom object detection model.

Python

artificial-intelligence

machine-learning

OpenCV

Age Estimation With Deep Learning: Getting Started

17 Jul 2020 by Sergey L. Gladkiy

In this article, we'll begin the process of how to use a deep neural network to estimate a person's age from an image.

Python

artificial-intelligence

deep-learning

Keras

OpenCV

Portable Neural Networks with ONNX

3 Sep 2020 by Keith Pijanowski

This article is the first in a series of seven articles in which we will explore the value of ONNX with respect to three popular frameworks and three popular programming languages.

Python

artificial-intelligence

Keras

machine-learning

Converting an ONNX Object Detection Model to iOS Core ML

21 Nov 2020 by Jarek Szczegielniak

In this series, we’ll use a pretrained model to create an iOS application that will detect multiple persons and objects in a live camera feed rather than in a static picture.

Python

artificial-intelligence

YAML

neural-network

Introduction to HTML5 Web Workers: The JavaScript Multi-Threading Approach

3 Apr 2012 by David Rousset

In this article we’re going to see that HTML5 offers the Web a better way to handle these new, marvelous processors to help you embrace a new generation of Web applications

HTML5

artificial-intelligence

All-Topics

Dev

product-showcase

BoofCV: Real Time Computer Vision in Java

23 Jun 2014 by lessthanoptimal

Introduction to and an example of how to use BoofCV

Java

artificial-intelligence

LINQ to Family Tree (Prolog Style)

31 Jul 2013 by Hisham Abdullah Bin Ateya

Querying a family tree in LINQ fashion.

.NET

artificial-intelligence

LINQ

Dev

Common Neural Network Activation Functions

24 Nov 2017 by Nikola M. Živković

Common neural network activation functions

artificial-intelligence

machine-learning

neural-network

Integrate SAP-HANA EML Library And TensorFlow Model Server (TMS) To Predict S&P 500 Index: Part 2: Build and Export TensorFlow Model

14 Sep 2019 by Arthur V. Ratz

How to create and export TensorFlow S&P 500 Index prediction model and serve it using TensorFlow Model Server

artificial-intelligence

Architect

Finding Training Data for OpenCV and ImageAI Object Detection

5 Jun 2020 by Glenn Prince

In this article, we create an object detection model.

Python

artificial-intelligence

machine-learning

OpenCV

Face Touch Detection with TensorFlow.js Part 1: Using Real-Time Webcam Data With Deep Learning

13 Jul 2020 by Raphael Mun

In this article, we are going to use all that we’ve learned so far with computer vision in TensorFlow.js to try building a version of this app ourselves.

HTML5

Javascript

artificial-intelligence

tensorflow

machine-learning

Real-time AI Person Detection on Edge Devices: Getting Started

5 Oct 2020 by Sergey L. Gladkiy

This is the first in an article series where we’ll show you how to detect people in real time (or near-real time) on Raspberry Pi.

artificial-intelligence

Raspberry-Pi

neural-network

Labelling Images for AI Model Training

27 Jan 2021 by Sergio Virahonda

In this article in the series, we label a face mask dataset.

Python

artificial-intelligence

tensorflow

Raspberry-Pi

Activating Screen Magic with Your Face in the Browser with TensorFlow.js

9 Feb 2021 by Raphael Mun

In the next and final article of this series, we'll detect eye blinks and the mouth opens to make an interactive scene.

artificial-intelligence

deep-learning

tensorflow

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

.NET

artificial-intelligence

CodeProject.AI

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

CodeProject.AI

Blue-Iris

Creating an On-Premise Offline Bot in C# using Oscova

10 Mar 2020 by DaveMathews

Using Oscova and Oryzer FBP platform, we'll build an on-device table reservation bot to understand the concepts behind today's offline bot development standards.

.NET

artificial-intelligence

bot

Malware for Neural Networks: Let’s Get Hacking!

24 Mar 2017 by Rob Kraft

An overview of the techniques that can be used to damage the most popular AI in use today, neural networks

artificial-intelligence

machine-learning

neural-network

How to Get Started as a Developer in AI

4 May 2017 by Intel

This article will go over some basics of AI, and outline some tools and resources that may help.

artificial-intelligence

machine-learning

Bezier Curve Machine Learning with MS CNTK

3 Sep 2018 by asiwel

Bezier Curve Classification Training and Validation Models using CNTK and ALGLIB

artificial-intelligence

Visual-Studio

CNTK

machine-learning

AI Emotion Detection in the Browser with Transfer Learning and TensorFlow.js

19 Aug 2020 by MehreenTahir

In this article we create a web app that trains the classifier on the go and recognizes grumpy facial expressions.

HTML

artificial-intelligence

tensorflow

algorithm

Setting up macOS for ML and AI Development

26 Aug 2020 by Jarek Szczegielniak

In this article we prepare our development environment.

Python

iOS

artificial-intelligence

machine-learning

neural-network

Building an AI Image Classification Model for iOS Using Create ML and Core ML

1 Sep 2020 by Jarek Szczegielniak

In this article we can proceed to train our custom hot dog detection model using Apple’s Create ML.

Python

iOS

artificial-intelligence

machine-learning

neural-network

Setting Up an Android AI Development Environment

16 Sep 2020 by Joel Ivory Johnson

This is the first in a series of articles on using TensorFlow Lite on Android to bring the power of machine learning and deep neural networks to mobile application

Python

Android

artificial-intelligence

tensorflow

neural-network

Real-time AI Person Detection on Edge Devices: Detecting Persons Using Pre-trained SSD Models

7 Oct 2020 by Sergey L. Gladkiy

In this article, we’ll showcase the Python code for launching these models and detect humans in images.

Python

artificial-intelligence

neural-network

Deep Learning in C#: Understanding Neural Network Architecture

4 Nov 2020 by Arnaldo P. Castaño

In this article we will go over the basics of supervised machine learning and what the training and verification phases consist of.

artificial-intelligence

machine-learning

deep-learning

neural-network

Lightning Detection with Deep Learning and Tensorflow on Android: Setting Up a TFLite Model

16 Nov 2020 by Ruturaj Raval

In this article we’ll set up the TFLite model in the Android environment and create a working demo application.

Java

XML

Android

artificial-intelligence

text

JSON

Detecting Pests with a Motion Detector and Trained DNN

23 Dec 2020 by Sergey L. Gladkiy

In this article, we’ll show you how to develop a simple motion detector and combine it with the trained DNN model to detect moose on video.

Python

artificial-intelligence

Raspberry-Pi

deep-learning

neural-network

AI Hazard Detection on Android with Tensorflow Lite

5 Jan 2021 by Joel Ivory Johnson

This article series will show readers how to create a real-time AI hazard detector using an Android device.

Python

Android

artificial-intelligence

tensorflow

Crash Detection Using the Accelerometer

11 Jan 2021 by Joel Ivory Johnson

In the next entry of the AI Hazard Detection on Android series, we will look at crash detection and notifications.

Python

Android

artificial-intelligence

tensorflow

Why Use AI for Traffic Speed Detection?

13 Jan 2021 by Allister Beharry

This article series will show you how to build a reasonably accurate traffic speed detector using nothing but Deep Learning, and run it on an edge device like a Raspberry Pi.

Python

artificial-intelligence

deep-learning

Raspberry-Pi

Real-Time Face Tracking in the Browser with TensorFlow.js

2 Feb 2021 by Raphael Mun

In this series, we’re going to show you how to create Snapchat-style filters in the browser using Tensorflow.js and face tracking.

artificial-intelligence

tensorflow

Why Use AI on Time-Series Data?

24 Feb 2021 by Sergio Virahonda

This series of articles will guide you through the steps necessary to develop a fully functional time series forecaster and anomaly detector application with AI.

Python

artificial-intelligence

Keras

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

CodeProject.AI

Blue-Iris

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

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

API

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

CodeProject.AI

RaspberryPi

Unlocking the Power of OpenAI Text Embeddings in .NET Applications

17 Oct 2023 by Daan Acohen

Effortlessly integrate and leverage OpenAI's text embeddings for enhanced text analysis in your .NET projects.

.NET

artificial-intelligence

Introducing NLTK for Natural Language Processing with Python

29 May 2020 by Jayson DeLancey

This article is the first in the Sentiment Analysis series that uses Python and the open-source Natural Language Toolkit. This article is a primer on some key NLP concepts and getting started with the Natural Language Toolkit (NLTK) Python library.

Python

artificial-intelligence

NLTK

NLP

AI Age Estimation in the Browser using face-api and Tensorflow.js

24 Aug 2020 by MehreenTahir

In this article we’ll predict someone’s gender and age in the browser.

HTML

Javascript

artificial-intelligence

tensorflow

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.

Python

Javascript

artificial-intelligence

CodeProject.AI

llm

Llama

C++26: Basic linear algebra algorithms applied to Machine learning.

29 Apr 2024 by Gareth Richards

An implementation of the Neural Network backpropagation learning algorithm in C++ using the BLAS proposal in P1673.

C++

artificial-intelligence

how to add intelligence for visual c++ in visual studio 2010

14 Aug 2012 by Aditya Mangipudi

If you are talking about extensions. Here are few for V C++http://www.wholetomato.com/[^]http://www.devexpress.com/Products/Visual_Studio_Add-in/Coding_Assistance/[^]

C++

artificial-intelligence

Visual-Studio

Artificial Intelligence - how to build ?

5 Dec 2015 by Ravi Bhavnani

I'm psyched you're 15 and interested in AI! My interest in AI didn't start until grad school, and I was fortunate enough to spend the first eight years of my career (in the late 80's) working at DEC's AI Technology Center where I got to work with John McDermott and others on XCON[^], the...

Lisp

artificial-intelligence

Computer Engineering and the Hidden Neural network brain in the Arduino 101

21 Oct 2016 by marcus obrien

Computer engineering and the hidden neural network brain in the Arduino 101

artificial-intelligence

neural-network

machine-learning

microcontroller

Learning React? Start Small.

20 Jun 2017 by Dave Ceddia

If you are learning React, start small

artificial-intelligence

machine-learning

neural-network

CNTK Model Concurrency Demonstration

1 Oct 2018 by asiwel

How to Deploy Trained Models Concurrently

XML

VS2013

VS2017

artificial-intelligence

machine-learning

text

Understanding the FPGA: From Developing Configurations to Building a VGA Driver

18 Feb 2019 by Apriorit Inc, ruksovdev

A detailed description of an FPGA-specific framework called ISE Design Suite, and the main steps you need to take in order to create a VGA driver using FPGA

embedded

artificial-intelligence

Applying Long Short-Term Memory for Video Classification Issues

30 Apr 2019 by Apriorit Inc, Semyon Boyko

The approach that allows you to make a neural network analyze the current frame while remembering the state of previous frames

artificial-intelligence

Integrate SAP-HANA EML Library And TensorFlow Model Server (TMS) To Predict S&P 500 Index: Part 1: Install and Configure SAP-HANA

8 Sep 2019 by Arthur V. Ratz

How to properly install and configure SAP-HANA and TensorFlow Model Server to predict the S&P 500 Index

artificial-intelligence

Design

Architect

Finding Data for Natural Language Processing

29 May 2020 by Jayson DeLancey

This article is the second in the Sentiment Analysis series that uses Python and the open-source Natural Language Toolkit. In this article, we'll look at datasets provided by NLTK, as well as an example of capturing your own textual corpus for analysis.

Python

artificial-intelligence

NLP

NLTK

API

Getting Started With Deep Learning in Your Browser Using TensorFlow.js

8 Jul 2020 by Raphael Mun