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

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.

Create Your First Neural Network with Python and TensorFlow

by Intel

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

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Tensorflow

CodeProject.AI Server: AI the easy way.

U 27 Jan 2023 by CodeProject

Version 2.0.7. Our fast, free, self-hosted Artificial Intelligence Server for any platform, any language

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

12 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.

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.

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.

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.

Labelling Images for AI Model Training

27 Jan 2021 by Sergio Virahonda

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

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.

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.

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.

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

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Transfer Learning with TensorFlow 2

25 Nov 2019 by Nikola M. Živković

How to transfer leaning with TensorFlow2

TensorFlow Tutorial 1: Getting Started

17 Oct 2018 by CodeProject

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Using Docker for Facial Identification

29 Jul 2021 by Sergey L. Gladkiy

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

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Fine-tuning ResNet50 to Diagnose COVID-19

18 Feb 2021 by Abdulkader Helwan

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

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.

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.

Building and Training Deep Fake Autoencoders

30 Mar 2021 by Sergio Virahonda

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

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.

Using Autoencoders for Deep Fake Generation

26 Mar 2021 by Sergio Virahonda

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

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.

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.

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.

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.

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

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.

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.

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.

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.

AI Chatbots With TensorFlow.js: Improved Trivia Expert

20 Oct 2020 by Raphael Mun

In this article we will create a knowledge chatbot.

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.

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.

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.

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.

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

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.

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.

How to convert TensorFlow model and run it with OpenVINO™ Toolkit

28 Mar 2022 by Adrian Boguszewski

A very simple guide for every TensorFlow Developer wanting to start the OpenVINO journey

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.

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.

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

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.

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.

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.

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.

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.

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.

Model Auto-Adjustment in an MLOps Pipeline

5 May 2021 by Sergio Virahonda

In this article, we’ll implement automatic training.

Cat or Not - An Image Classifier using Python and Keras

30 Apr 2019 by Ryan Peden

A code-first introduction to neural networks

Getting Started - AI Image Classification With TensorFlow.js

14 Nov 2020 by MehreenTahir

In this article we load a pre-trained model using TensorFlow.js to predict the breed of the dog inside our web browser.

Introduction to NumPy, TensorFlow, and scikit-learn

23 Jun 2020 by Thomas Daniels

In this article we take a quick look at NumPy and TensorFlow also do a short overview of the scikit-learn library.

Mobile Style Transfer With Image-to-Image Translation

14 Jun 2021 by Abdulkader Helwan

In this article, we discuss the concepts of conditional generative adversarial networks (CGAN).

AI on the Edge: Face Mask Detection

25 Jan 2021 by Sergio Virahonda

Different approaches to create a face mask detector

Building a Docker Container to Train Deep Fake Autoencoders

5 Apr 2021 by Sergio Virahonda

In the next article, we talked about Google AI Platform and how to train your models there with some help from Docker containers.

Basic Deep Learning using Python+Keras. Chapter 2

18 Jun 2018 by Jesús Utrera

Second article of a series of articles introducing deep learning coding in Python and Keras framework

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.

Labelling Images for AI Model Training

27 Jan 2021 by Sergio Virahonda

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

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.

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.

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.