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CodeProject.AI Server: AI the easy way.

by CodeProject

Version 2.0.8. 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

How to Setup CodeProject.AI Server with Home Assistant Container

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.

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

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.

Logo Recognition System

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)

Terminating Python Processes Started from a Virtual Environment

by Matthew Dennis

In this tip we resolve an issue where on certain systems some of the processes were left running so each CodeProject.AI Server start would create more processes, using more system resources.

All Articles

Artificial Intelligence

How to Setup CodeProject.AI Server with Home Assistant Container

N 17 Mar 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.

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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.

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Logo Recognition System

19 Feb 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)

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CodeProject.AI Server: AI the easy way.

15 Feb 2023 by CodeProject

Version 2.0.8. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

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.

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Running CodeProject.AI Server on a Raspberry Pi

26 Jan 2023 by Chris Maunder

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

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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.

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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.

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Maintaining Performant AI in Production

13 Dec 2022 by Intel

Building an MLOps Environment with the Intel® AI Analytics Toolkit, MLflow, and AWS

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Guide to Package Detection in CodeProject.AI with 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.

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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.

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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.

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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.

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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.

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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.

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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

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object-detection

Human Action Recognition with OpenVINO™ Toolkit

19 Sep 2022 by Paula_Ramos

In this article, you will learn how to work with live human action recognition using the OpenVINO™ AI toolkit in a synchronized schedule.

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Streamline PyTorch with Intel OpenVINO™ integration with Torch-ORT

12 Sep 2022 by Intel

OpenVINO integration with Torch-ORT gives PyTorch developers the ability to stay within their chosen framework all the while still getting the speed and inferencing power of OpenVINO™ toolkit through inline optimizations used to accelerate your PyTorch applications.

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Adding a new module to CodeProject.AI Server

31 Aug 2022 by Chris Maunder

A (hopefully) brief guide to adding your own analysis service to CodeProject.AI Server

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K-means using F#

10 Jun 2022 by Gaston Verelst

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

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machine-learning

Evolution of Microsoft Bot Framework

8 Jun 2022 by Ganesan Senthilvel

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

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machine-learning

Adding a .NET AI Module to CodeProject.AI Server

8 Jun 2022 by Matthew Dennis

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

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Introducing OpenVINO™ integration with TensorFlow

18 May 2022 by Stephanie_Maluso

This article provides a better understanding of the benefits of OpenVINO integration with Tensorflow: how it works, deployments environments, and how OpenVINO integration with TensorFlow differs from using native OpenVINO API

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product-showcase

Use Fusion Development to Level Up AI Apps Part 3: Using AI-Processed Form Data

9 May 2022 by Sander Rossel

In this article we’ll send the results from the Form Recognizer back to Dataverse so we can use them in our Power App.

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Use Fusion Development to Level Up AI Apps Part 2: Integrating with Form Recognizer

6 May 2022 by Sander Rossel

In this article, we create an Event Hub that Dataverse can send an event to when a new image is uploaded.

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Use Fusion Development to Level Up AI Apps Part 1: Building the Power App

5 May 2022 by Sander Rossel

In this article, we create a simple Power App to upload (or delete) images in Dataverse, just like a citizen developer.

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Backgammon Artificial Intelligence

2 May 2022 by KristianEkman

How to build an AI which plays Backgammon

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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

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Artificial Neural Network C++ Class

1 Apr 2022 by Hatem Mostafa

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

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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.

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Data Mining: An Introduction to Neural Networks in SQL Server

7 Jan 2022 by Harinder Saluja

Implement Neural Network in SQL Server

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Bezier Curve Machine Learning Demonstration

15 Dec 2021 by asiwel

Bezier Curve Classification Training And Validation Models Using ALGLIB

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machine-learning

7 Dec 2021 by Mahsa Hassankashi

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

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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.

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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.

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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.

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Using Docker for Facial Identification

29 Jul 2021 by Sergey L. Gladkiy

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

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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.

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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.

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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.

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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.

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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.

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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.

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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

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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.

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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.

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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.

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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.

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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.

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machine-learning

.NET, TensorFlow, and the Windmills of Kaggle

12 May 2021 by LOST_FREEMAN

Hands-on data science competition with TensorFlow on .NET

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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

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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

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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.

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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.

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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.

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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.

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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.

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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

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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.

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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.

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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.

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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.

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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.

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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.

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Preparing Data for AI Fashion Classification

16 Mar 2021 by Abdulkader Helwan

In this article we’ll show you how to use transfer learning to fine-tune the VGG19 model to classify fashion clothing categories.

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Deep Learning for Fashion Classification

15 Mar 2021 by Abdulkader Helwan

In this series of articles, we’ll showcase an AI-powered deep learning system that can revolutionize the fashion design industry by helping us better understand customers’ needs.

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Real-time AI Pest Elimination on Edge Devices: Getting Started

3 Mar 2021 by Sergey L. Gladkiy

In this article, we compared two DNN types we can use to detect pests: detectors and classifiers.

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Live Lightning Detection with Deep Learning and Tensorflow on Android: Getting Started

3 Mar 2021 by Ruturaj Raval

In this article series, we’ll demonstrate how to use AI to determine what’s going on in a live video stream by building a lightning detector that runs in realtime on an Android device.

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AI Forecasting and Anomaly Detection on Streaming Bitcoin Prices

2 Mar 2021 by Sergio Virahonda

In this article we’ll combine forecasting and detection on a live stream of Bitcoin price data.

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AI Forecasting on Bitcoin Time Series Data

1 Mar 2021 by Sergio Virahonda

In the next article, we are going to discuss forecasting on Bitcoin time series.

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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.

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Preprocessing Time Series Data for AI Forecasting and Anomaly Detection

25 Feb 2021 by Sergio Virahonda

In this article, we learn how to prepare time series data to be fed to machine learning (ML) and deep learning (DL) models.

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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.

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COVID-19 Diagnosis Using ResNet50 Transfer Learning: Building a DL Network from Scratch

22 Feb 2021 by Abdulkader Helwan

In this article, we’ll show you how to build a network for Covid-19 detection from scratch.

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COVID-19 Diagnosis Results with Deep Learning and ResNet50

19 Feb 2021 by Abdulkader Helwan

In this article, we’ll discuss the COVID-19 detection results we’ve achieved with our model and compare these results with those of other models.

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Fine-tuning ResNet50 to Diagnose COVID-19

18 Feb 2021 by Abdulkader Helwan

In this article, we’ll fine-tune our ResNet50 model.

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Restructuring ResNet50 to Diagnose COVID-19

17 Feb 2021 by Abdulkader Helwan

In this article, we’ll work on restructuring ResNet50 to perform the new classification task.

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Preparing a Deep Learning Environment for COVID-19 Diagnosis

16 Feb 2021 by Abdulkader Helwan

In this article, we’ll discuss materials and methods for this project.

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COVID-19 Diagnosis with Deep Learning

12 Feb 2021 by Abdulkader Helwan

In this article, we introduce transfer learning and ResNet50.

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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.

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Building a Magical Emotion Detection Hat in the Browser with TensorFlow.js

8 Feb 2021 by Raphael Mun

In this article we are going to bring together all of the pieces we’ve built so far in this series for some visual reflection fun.

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Creating a Snapchat-Style Virtual Glasses Face Filter in the Browser with TensorFlow.js

5 Feb 2021 by Raphael Mun

In this article we are going to use the key facial points to render a 3D model virtually over our webcam feed for some Augmented Reality fun.

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Real-Time Facial Emotion Detection with Webcam in the Browser UsingTensorFlow.js

4 Feb 2021 by Raphael Mun

In this article which we;ll use the live webcam video of our face and see if the model can react to our facial expressions in real time.

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Detecting Facial Emotions in the Browser with Deep Learning Using TensorFlow.js

3 Feb 2021 by Raphael Mun

In this article we'll use the key facial landmarks to infer more information about the face from the images.

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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.

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Deploying YOLOv5 Model on Raspberry Pi with Coral USB Accelerator

1 Feb 2021 by Sergio Virahonda

In this article we’ll deploy our YOLOv5 face mask detector on Raspberry Pi.

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Converting YOLOv5 PyTorch Model Weights to TensorFlow Lite Format

29 Jan 2021 by Sergio Virahonda

In this article we test a face mask detector on a regular computer.

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Training a YOLOv5 Model for Face Mask Detection

28 Jan 2021 by Sergio Virahonda

In this article, we’re going to use the dataset to train a YOLOv5 object detection model.

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Optimizing the AI Traffic Speed Detector

27 Jan 2021 by Allister Beharry

In this article, we explore the different ways of measuring vehicle speed and the different Deep Learning models for object detection that can be used in our TrafficCV program.

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Labelling Images for AI Model Training

27 Jan 2021 by Sergio Virahonda

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

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Preparing Images for AI Model Training

26 Jan 2021 by Sergio Virahonda

In this article we prepare a face mask images for our AI model training.

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AI on the Edge: Face Mask Detection

25 Jan 2021 by Sergio Virahonda

Different approaches to create a face mask detector

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Completing the AI Traffic Speed Detector

22 Jan 2021 by Allister Beharry

In this we discuss improvements we can make to the software in terms of performance or accuracy. We also compare our homebrew open-source system to commercial vehicle speed detection systems.

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More AI Traffic Speed Detection With TrafficCV

20 Jan 2021 by Allister Beharry

In this article, we focus on developing a computer vision framework that can run the various Machine Learning and neural network models – like SSD MobileNet – on live and recorded vehicle traffic videos.

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Vehicle Detection with TrafficCV

19 Jan 2021 by Allister Beharry

In this article, we have a look at the details of the TrafficCV implementation and the various object detection models to use for detecting vehicles and calculating their speed.

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Setting Up a Development Environment for AI Traffic Speed Detection

18 Jan 2021 by Allister Beharry

In this article, we set up a development environment on Windows 10 for cross-platform computer vision and machine learning projects to run on our Pi device.

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Preparing Hardware for AI Traffic Speed Detection

15 Jan 2021 by Allister Beharry

In this article, we’ll go through installation of the operating system on the Pi, securing it, and configuring it for remote access over WiFi.

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Choosing Hardware for AI Traffic Speed Detection

14 Jan 2021 by Allister Beharry

In this article, we select hardware components for our AI/Pi-based solution and assemble them into a functional system.

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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.

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