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by CodeProject

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Invoking TensorFlow AI (Python) from a C# Desktop Application

by Thomas Weller

Demonstrates how to invoke TensorFlow neural networks from a C# application and also how to use a Python-generated chart to display the results.

Using Pretrained Models to Detect People With OpenCV and ImageAI

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.

AI Anomaly Detection on Bitcoin Time Series Data

by Sergio Virahonda

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

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CodeProject.AI Server: AI the easy way.

by CodeProject

Version 2.1.9. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

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)

OpenVINO™ Integration With TensorFlow Now Comes With Docker Support

by Intel

In this post, we will start by using Prebuilt Images available on DockerHub. Then we will go through the exact commands you’ll need to access an Object Detection notebook via Docker.

Building a Deep Learning Environment in Python with Intel and Anaconda

by Intel

In this article, we’ll explore how to create a DL environment with optimized Intel packages.

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Tensorflow

CodeProject.AI Server: AI the easy way.

20 Apr 2023 by CodeProject

Version 2.1.9. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

Python

.NET

artificial-intelligence

ONNX

PyTorch

CodeProject.AI

tensorflow

Invoking TensorFlow AI (Python) from a C# Desktop Application

11 Oct 2019 by Thomas Weller

Demonstrates how to invoke TensorFlow neural networks from a C# application and also how to use a Python-generated chart to display the results.

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

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

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

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

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 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

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

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

Transfer Learning with TensorFlow 2

25 Nov 2019 by Nikola M. Živković

How to transfer leaning with TensorFlow2

Python

tensorflow

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

8 Jul 2020 by Raphael Mun

In this article, I will show you how quickly and easily set up and use TensorFlow.js to train a neural network to make predictions from data points.

Javascript

artificial-intelligence

machine-learning

tensorflow

neural-network

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

AI Chatbots With TensorFlow.js: Creating a Movie Dialogue Chatbot

21 Oct 2020 by Raphael Mun

In this article, we'll create a chatbot we can have a dialogue with.

Javascript

artificial-intelligence

deep-learning

tensorflow

Using the Live Camera with AI Hazard Detection on Android

12 Jan 2021 by Joel Ivory Johnson

In the next part of the AI Hazard Detection on Android series, we’ll have the application process live data.

Python

Android

artificial-intelligence

tensorflow

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.

artificial-intelligence

deep-learning

tensorflow

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

Preprocessing a Dataset for Deep Fakes

29 Mar 2021 by Sergio Virahonda

In this article, I’ll go through what’s required to preprocess videos and prepare them to be fed into our models.

Python

Keras

tensorflow

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.

shell

Python

artificial-intelligence

Video Face Transfer with Deep Fakes

24 Mar 2021 by Sergio Virahonda

In the previous article I gave a general overview of deep fakes generation and the elements involved in the process.

Python

Keras

tensorflow

TensorFlow Tutorial 1: Getting Started

17 Oct 2018 by CodeProject

tensorflow

Dogs and Pizza: Computer Vision in the Browser With TensorFlow.js

9 Jul 2020 by Raphael Mun

In this article, we’ll dive into computer vision running right within a web browser.

Javascript

artificial-intelligence

tensorflow

machine-learning

Pre-Trained AI Emotion Detection With face-api and Tensorflow.js

21 Aug 2020 by MehreenTahir

In this article we use another pre-trained model, face-api.js, to detect expressions without doing any training ourselves.

HTML

Javascript

artificial-intelligence

tensorflow

Creating an Android AI App With Tensorflow Lite

18 Sep 2020 by Joel Ivory Johnson

In this article we will create an Android application and import our TensorFlow Lite model into it.

HTML

Java

Android

artificial-intelligence

tensorflow

neural-network

AI Chatbots With TensorFlow.js: Improved Emotion Detection in Text

19 Oct 2020 by Raphael Mun

In this article we are going to look at embedding entire sentences, rather than individual words, so that we can get much more accurate results in detecting emotion from the text.

Javascript

artificial-intelligence

deep-learning

tensorflow

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.

Python

artificial-intelligence

tensorflow

Raspberry-Pi

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.

artificial-intelligence

deep-learning

tensorflow

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.

Python

artificial-intelligence

Keras

Jupyter

tensorflow

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

Running AI Models in GPU-Enabled Docker Containers

29 Apr 2021 by Jarek Szczegielniak

In this article we go back to the Intel/AMD CPUs. This time, we will speed up our calculations using a GPU.

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.

shell

Python

artificial-intelligence

docker

tensorflow

machine-learning

Using Docker for Facial Identification

29 Jul 2021 by Sergey L. Gladkiy

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

Python

artificial-intelligence

tensorflow

Keras

docker

Making TensorFlow Models Portable Using ONNX

9 Sep 2020 by Keith Pijanowski

In this article, I provided a brief overview of TensorFlow 1.0 and TensorFlow 2.0 for those looking for a deep learning framework for building and training neural networks.

Python

artificial-intelligence

Keras

tensorflow

Fluffy Animal Detector: Recognizing Custom Objects in the Browser by Transfer Learning in TensorFlow.js

10 Jul 2020 by Raphael Mun

In this article we will build a Fluffy Animal Detector, where I will show you a way to leverage a pre-trained Convolutional Neural Network (CNN) model like MobileNet.

Javascript

artificial-intelligence

tensorflow

machine-learning

Face Touch Detection with TensorFlow.js Part 2: Using BodyPix

14 Jul 2020 by Raphael Mun

In this article, we are going to use BodyPix, a body part detection and segmentation library, to try and remove the training step of the face touch detection.

Javascript

artificial-intelligence

machine-learning

tensorflow

WebGL

Real-Time AI Emotion Detection from a Webcam With TensorFlow.js

20 Aug 2020 by MehreenTahir

In this will article extend our model to do custom classification in real time using a webcam.

HTML

HTML5

Javascript

artificial-intelligence

tensorflow

Training Your Own TensorFlow Neural Network For Android

23 Sep 2020 by Joel Ivory Johnson

In this article we will generate output from a program will provide a TensorFlow freeze graph ready to be used or converted to TensorFlow Lite.

Python

Android

artificial-intelligence

tensorflow

neural-network

AI Chatbots With TensorFlow.js: Detecting Emotion in Text

15 Oct 2020 by Raphael Mun

This is the first in a series of article where we'll explain how to create an AI chatbot using transformers.

Javascript

artificial-intelligence

tensorflow

AI Chatbots With TensorFlow.js: Training a Trivia Expert AI

16 Oct 2020 by Raphael Mun

In this article, we’ll build a trivia chatbot.

Javascript

artificial-intelligence

deep-learning

tensorflow

Loading a TensorFlow Model with AI Hazard Detection on Android

6 Jan 2021 by Joel Ivory Johnson

In this article of the AI Hazard Detection on Android series, we will add the TensorFlow Lite model to the project and prepare it for processing.

Python

Android

artificial-intelligence

tensorflow

Using TensorFlow Lite Results with AI Hazard Detection on Android

7 Jan 2021 by Joel Ivory Johnson

In this entry of the AI Hazard Detection on Android series we will interpret the results and provide the relevant information to the user.

Python

Android

artificial-intelligence

tensorflow

Alerting the Driver with AI Hazard Detection on Android

8 Jan 2021 by Joel Ivory Johnson

In this next entry in the AI Hazard Detection on Android series, we will look at how we can avoid unnecessarily warning the user, and how we can quickly alert them.

Python

Android

artificial-intelligence

tensorflow

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.

artificial-intelligence

deep-learning

tensorflow

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.

Python

artificial-intelligence

Keras

Jupyter

tensorflow

Fine-tuning ResNet50 to Diagnose COVID-19

18 Feb 2021 by Abdulkader Helwan

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

Python

artificial-intelligence

Keras

Jupyter

tensorflow

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.

Python

artificial-intelligence

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

Approaches to Generating Deep Fakes

25 Mar 2021 by Sergio Virahonda

In this article I’ll explain the different options we can choose from to create deep fakes.

Python

Keras

tensorflow

Using Autoencoders for Deep Fake Generation

26 Mar 2021 by Sergio Virahonda

In this article we’ll start to focus on our DIY approach.

Python

Keras

tensorflow

Building and Training Deep Fake Autoencoders

30 Mar 2021 by Sergio Virahonda

In this article we'll build and train our models with them.

Python

Keras

tensorflow

Preparing to Train Deep Fake Models in the Cloud

1 Apr 2021 by Sergio Virahonda

In this article I’ll show you how to train your deep fake models in the cloud with some help from Docker.

Putting it all Together: Swapping Faces with Deep Fakes

6 Apr 2021 by Sergio Virahonda

In this article, we complete the pipeline for our Deep Fakes DIY solution.

Python

Keras

tensorflow

DeepFaceLab: A Pre-Packaged Alternative DIY Deep Fakes

8 Apr 2021 by Sergio Virahonda

In this article we’ll explore DeepFaceLab as an alternative to our last approach.

Python

Keras

tensorflow

Running AI Models in Docker Containers

27 Apr 2021 by Jarek Szczegielniak

In this article, we’ll create a container to run a CPU inference on the trained model.

Running AI Models in Docker Containers on ARM Devices

27 Apr 2021 by Jarek Szczegielniak

In this article, we’ll adapt our image for Raspberry Pi with an ARM processor.

Converting a Style Transfer Model from TensorFlow to TensorFlow Lite

27 Jul 2021 by Abdulkader Helwan

In this project, our aim is to run a mobile Image-to-Image translation model on the Android platform.

Speeding Up the Databricks Runtime for Machine Learning

29 Jul 2022 by Intel

Intel has invested in optimizing performance of Python itself, with the Intel® Distribution for Python, and has optimized key data science libraries used with scikit-learn, such as XGBoost, NumPy, and SciPy. This article gives more information on installing and using these extensions.

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.

Python

artificial-intelligence

Using an ONNX Neural Network Model with TensorFlow Lite on Android

17 Sep 2020 by Joel Ivory Johnson

In this article we will take a pre-trained neural network and adapt it for use in TensorFlow Lite.

Python

artificial-intelligence

tensorflow

neural-network

Visualizing TensorFlow Lite AI Results on Android

21 Sep 2020 by Joel Ivory Johnson

In the previous installation of this series, a TensorFlow Lite interpreter had examined an image and produced its output. In this article we learn how to interpret these results and create visualizations for them.

Python

Android

artificial-intelligence

tensorflow

neural-network

Android Tensorflow Lite Best Practices and Optimizations

22 Sep 2020 by Joel Ivory Johnson

In this article we will consider the ways in which the network could be further optimized.

Python

artificial-intelligence

tensorflow

neural-network

AI Chatbots With TensorFlow.js: Improved Trivia Expert

20 Oct 2020 by Raphael Mun

In this article we will create a knowledge chatbot.

Javascript

artificial-intelligence

tensorflow

deep-learning

neural-network

AI Chatbots With TensorFlow.js: Generating Shakespeare Monologue

22 Oct 2020 by Raphael Mun

In this article we’ll build a Shakespearean Monologue Generator in the Browser with TensorFlow.js.

Javascript

artificial-intelligence

deep-learning

tensorflow

Live Lightning Detection with Deep Learning and Tensorflow on Android: Training and Exporting Model

12 Nov 2020 by Ruturaj Raval

In this article go through training a TF model with our curated dataset using Teachable Machine and export the trained model in the FTLite format.

artificial-intelligence

deep-learning

tensorflow

Live Lightning Detection with Deep Learning and Tensorflow on Android: Real-time Testing

17 Nov 2020 by Ruturaj Raval

In this article we’ll carry out real-time testing of our app.

artificial-intelligence

deep-learning

tensorflow

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.

Python

artificial-intelligence

Keras

Jupyter

tensorflow

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

Python

artificial-intelligence

deep-learning

Keras

tensorflow

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.

Python

artificial-intelligence

Keras

tensorflow

Using CycleGAN for Mobile Style Transfer

15 Jun 2021 by Abdulkader Helwan

In this article, we discuss the CycleGAN architecture.

Training a Running a Deep CycleGAN for Mobile Style Transfer

17 Jun 2021 by Abdulkader Helwan

In this article, we train a CycleGAN with a U-Net-based generator.

Bring your own dataset and retrain a TensorFlow model with OpenVINO™ toolkit

23 Jun 2022 by Ragesh_Hajela

In this article we look at how to modify the OpenVINO™ Notebooks repo on GitHub, retrain the same model but with a different dataset.

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.

Python

artificial-intelligence

tensorflow

Raspberry-Pi

Building a Mobile Style Transfer CycleGAN with Keras

16 Jun 2021 by Abdulkader Helwan

In this article, we implement a CycleGAN from scratch.

Create Your First Neural Network with Python and TensorFlow

18 Oct 2022 by Intel

In this article, we’ll show you how to create a very simple CNN for image classification from scratch.

Python

tensorflow

Building a Deep Learning Environment in Python with Intel and Anaconda

19 Oct 2022 by Intel

In this article, we’ll explore how to create a DL environment with optimized Intel packages.

OpenVINO™ Integration With TensorFlow Now Comes With Docker Support

1 Nov 2022 by Intel

In this post, we will start by using Prebuilt Images available on DockerHub. Then we will go through the exact commands you’ll need to access an Object Detection notebook via Docker.

.NET, TensorFlow, and the Windmills of Kaggle

12 May 2021 by LOST_FREEMAN

Hands-on data science competition with TensorFlow on .NET

.NET

artificial-intelligence

Dev

deep-learning

tensorflow

Interpreting Hand Gestures and Sign Language in the Webcam with AI using TensorFlow.js

15 Jul 2020 by Raphael Mun

In this article, we will take photos of different hand gestures via webcam and use transfer learning on a pre-trained MobileNet model to build a computer vision AI that can recognize the various gestures in real time.

Javascript

artificial-intelligence

tensorflow

machine-learning

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.

Python

artificial-intelligence

tensorflow

Keras

neural-network

Adding an AI Style Transfer TensorFlow Lite Model to an Android App

28 Jul 2021 by Abdulkader Helwan

In this article, we show you how to set up an Android Studio environment that is suitable for loading and running our .tflite model.

Introduction to Keras

22 Jun 2020 by Thomas Daniels

In this article, let’s dive into Keras, a high-level library for neural networks.

CUDA

Python

artificial-intelligence

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.

artificial-intelligence

tensorflow

Hybrid Edge AI Face Alignment

20 Jul 2021 by Sergey L. Gladkiy