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Basic Deep Learning using Python+Keras
by Jesús Utrera
First article of a series of articles introducing deep learning coding in Python and Keras framework
Age Estimation With Deep Learning: Getting Started
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.
Activating Screen Magic with Your Face in the Browser with TensorFlow.js
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.
Deep Learning in C#: Understanding Neural Network Architecture
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.

Latest Articles

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.
Deep Learning
by Mahsa Hassankashi
Deep learning convolutional neural network by tensorflow python, complete and easy understanding
Creating a Face Database for Edge AI Facial Recognition
by Sergey L. Gladkiy
In this article we’ll explain how to create a simple database for face recognition.
AI Face Detection on Raspberry Pi
by Sergey L. Gladkiy
In this article we’ll run our face detector on a Raspberry Pi device.

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Deep Learning 

Basic Deep Learning using Python+Keras
31 May 2018 by Jesús Utrera
First article of a series of articles introducing deep learning coding in Python and Keras framework
Python
Keras
deep-learning
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
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
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
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
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
Deep Learning using Python + Keras (Chapter 3): ResNet
18 Jun 2018 by Jesús Utrera
Third article of a series of articles introducing deep learning coding in Python and Keras framework
Python
deep-learning
Keras
machine-learning
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
Deep Learning in C#: Preprocessing the Coin Detection Dataset
3 Nov 2020 by Arnaldo P. Castaño
In the next article, we will preprocess a dataset to be inputted to a machine learning model.
C#
artificial-intelligence
deep-learning
AI Social Distancing Detector: Finding People That Are Too Close
10 Dec 2020 by Dawid Borycki
In this article, we will use those centers to estimate distances between people and indicate people that are too close.
Python
artificial-intelligence
deep-learning
OpenCV
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
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
Age Estimation With Deep Learning: Building CNN
22 Jul 2020 by Sergey L. Gladkiy
In this article we’ll build the network we’ve designed using the Keras framework.
Python
artificial-intelligence
deep-learning
Keras
CNN
neural-network
Age Estimation With Deep Learning: Training CNN
23 Jul 2020 by Sergey L. Gladkiy
In this article we train the CNN for age estimation.
Python
artificial-intelligence
neural-network
deep-learning
OpenCV
Deep Learning Text-to-Speech
7 Aug 2020 by Arnaldo P. Castaño
In this article we focus on the Text-to-Speech with the use of Deep Learning.
Python
artificial-intelligence
deep-learning
CNN
machine-learning
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
Deep Learning in C#: Coin Recognition in Keras.NET, Part I
6 Nov 2020 by Arnaldo P. Castaño
In this article, we will examine a convolutional neural network for the problem of coin recognition, and we will implement one in Keras.NET.
C#
artificial-intelligence
deep-learning
Keras
neural-network
Deep Learning in C#: Coin Recognition in Keras.NET, Part II
6 Nov 2020 by Arnaldo P. Castaño
In this article we will examine the CNN we implemented for coin recognition using Keras.NET.
Python
C#
artificial-intelligence
deep-learning
Keras
neural-network
AI Social Distancing Detector: Improving People Detection With Yolo Object Detection
11 Dec 2020 by Dawid Borycki
In this last article of the series, we improve our Python console application for AI-powered social distancing detection.
Python
artificial-intelligence
deep-learning
OpenCV
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.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
Detecting Pests Using Pre-Trained SSD Models
16 Dec 2020 by Sergey L. Gladkiy
In the next article, we’ll use a pre-trained DNN to detect pests on video.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
Detecting Unusual Pests
17 Dec 2020 by Sergey L. Gladkiy
In this we’ll talk about some ideas for detecting "exotic" pests, such as moose and armadillos.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
Extending Dataset with Data Augmentation
21 Dec 2020 by Sergey L. Gladkiy
In this article, we’ll see how the same result can be achieved by data augmentation.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
Training a DNN
22 Dec 2020 by Sergey L. Gladkiy
In this article, we’ll discuss training our DNN classifier with the augmented dataset.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
Eliminating Pests with a Raspberry Pi
24 Dec 2020 by Sergey L. Gladkiy
In this article, we’ll test our detection algorithm on a Raspberry Pi 3 device and create the "scare pests away" part of our pest eliminator by playing a loud sound.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
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.
Python
artificial-intelligence
deep-learning
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
Jenkins Jobs and Deployments for MLOps on GKE
12 May 2021 by Sergio Virahonda
In this article we’ll see how to define jobs, deployments, and services so that our containers can accomplish their objectives.
Python
Jenkins
YAML
Kubernetes
deep-learning
DevOps
The Histogram Neuron - A Solution for "Kitten Stew" in Image Classification with CNNs
27 Dec 2017 by R. Stacy Smyth
Approach I used to get the CNN to behave in a more intuitively sensible way
Dev
Architect
deep-learning
image-classification
neural-network
Input Normalization as Separate Layer in CNTK with C#
13 Jul 2018 by Bahrudin Hrnjica
How to implement data normalization as regular neural network layer, which can simply training process and data preparation
neural-network
CNTK
deep-learning
normalization
Age Estimation With Deep Learning: Designing CNN
21 Jul 2020 by Sergey L. Gladkiy
In this article we’ll guide you through one of the most difficult steps in the DL pipeline: the CNN design.
artificial-intelligence
deep-learning
Keras
neural-network
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
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
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
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
deep-learning
Keras
Jupyter
tensorflow
Setting Up Jenkins to Build CI/CD Pipelines for MLOps
13 May 2021 by Sergio Virahonda
In this article we set up Jenkins CI for this project in order to start building and automating our MLOps pipelines.
Jenkins
YAML
Kubernetes
deep-learning
DevOps
Automating MLOps Deployment to Kubernetes
17 May 2021 by Sergio Virahonda
In this article, we develop a semi-automated deployment-to-production script, which will complete our project.
Python
Jenkins
Kubernetes
deep-learning
DevOps
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
Live Lightning Detection with Deep Learning and Tensorflow on Android: Exploring the Outcome
18 Nov 2020 by Ruturaj Raval
In this article we’ll go over the project outcome and put together some "lessons learned" for your future live detection tasks.
Android
artificial-intelligence
deep-learning
AI Social Distancing Detector: Object Detection in Video Frames
7 Dec 2020 by Dawid Borycki
In this article, we continue learning how to use AI to build a social distancing detector.
Python
artificial-intelligence
deep-learning
OpenCV
AI Social Distancing Detector: Calculating the Center Point of Detected People
9 Dec 2020 by Dawid Borycki
In this article, we'll calculate the center of each detected bounding box, which will serve as a base for calculating distance.
Python
artificial-intelligence
deep-learning
OpenCV
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
A Brief Introduction to AI and Machine Language Translation
13 Apr 2021 by Martin_Rupp
In this series of articles, we’ll show you how to use deep learning to create an automatic translation system.
artificial-intelligence
deep-learning
A Deep Dive Into Machine Translation
14 Apr 2021 by Martin_Rupp
In this article we introduce the main theoretical concepts required for building an ML-based translator.
artificial-intelligence
deep-learning
machine-learning
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
Using CycleGAN for Mobile Style Transfer
15 Jun 2021 by Abdulkader Helwan
In this article, we discuss the CycleGAN architecture.
tensorflow
deep-learning
Keras
neural-network
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.
Python
tensorflow
deep-learning
Keras
neural-network
Building a Style Transfer CycleGAN from Scratch
18 Jun 2021 by Abdulkader Helwan
In this article, we implement a CycleGAN with a residual-based generator.
Python
deep-learning
Keras
Jupyter
neural-network
Creating a Face Database for Edge AI Facial Recognition
22 Jul 2021 by Sergey L. Gladkiy
In this article we’ll explain how to create a simple database for face recognition.
Python
deep-learning
Improving the Performance of Mask R-CNN Using TensorRT
10 Dec 2018 by Apriorit Inc, Vadym Zhernovyi
The experience of improving Mask R-CNN performance six to ten times by applying TensorRT
CUDA
artificial-intelligence
image-processing
machine-learning
nvidia
deep-learning
image-recognition
Chaining MLOps Pipelines with Jenkins Workflows
14 May 2021 by Sergio Virahonda
In the previous article in the series we set up build Jenkins workflows. In this article, we're going to build them.
Jenkins
deep-learning
DevOps
Building a Mobile Style Transfer CycleGAN with Keras
16 Jun 2021 by Abdulkader Helwan
In this article, we implement a CycleGAN from scratch.
Python
tensorflow
deep-learning
Keras
neural-network
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.
Python
tensorflow
deep-learning
Intel
.NET, TensorFlow, and the Windmills of Kaggle
12 May 2021 by LOST_FREEMAN
Hands-on data science competition with TensorFlow on .NET
C#
.NET
artificial-intelligence
Dev
deep-learning
tensorflow
Deep Learning
7 Dec 2021 by Mahsa Hassankashi
Deep learning convolutional neural network by tensorflow python, complete and easy understanding
Python
artificial-intelligence
deep-learning
machine-learning
Age Estimation With Deep Learning: Acquiring Dataset
20 Jul 2020 by Sergey L. Gladkiy
In this article we’ll talk about the selection and acquisition of the image dataset.
Python
artificial-intelligence
deep-learning
Age Estimation With Deep Learning: Using CNN to Predict Age
24 Jul 2020 by Sergey L. Gladkiy
In this article we will explain how to use the pre-trained CNN for estimating a person’s age from an image.
Python
artificial-intelligence
neural-network
deep-learning
OpenCV
Deep Learning in C#: Coin Detection Using OpenCV
2 Nov 2020 by Arnaldo P. Castaño
In this series of articles we will use a deep neural network (DNN) to perform coin recognition. Specifically, we will train a DNN to recognize the coins in an image.
C#
artificial-intelligence
deep-learning
Keras
OpenCV
Hybrid Edge AI Face Alignment
20 Jul 2021 by Sergey L. Gladkiy
In this article I’ll explain how to perform the alignment based on the face landmarks the detector has found.
artificial-intelligence
face-detection
Raspberry-Pi
tensorflow
deep-learning
algorithm
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.
artificial-intelligence
deep-learning
tensorflow
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.
Python
artificial-intelligence
YAML
deep-learning
face-detection
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.
Python
artificial-intelligence
deep-learning
face-detection
Preparing Dataset
18 Dec 2020 by Sergey L. Gladkiy
In this article we’ll create the training dataset for our pest of choice: The moose.
Python
artificial-intelligence
Raspberry-Pi
deep-learning
neural-network
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).
deep-learning
Jupyter
tensorflow
AI Social Distancing Detector: Working With Images in OpenCV
2 Dec 2020 by Dawid Borycki
In this article series, we'll look at how to use AI and deep learning on video frames to ensure people are maintaining adequate social distancing in crowds.
Python
artificial-intelligence
deep-learning
OpenCV
AI Social Distancing Detector: Detecting People in a Video Sequence
8 Dec 2020 by Dawid Borycki
In this article we will perform object detection on the frames from the test data sets including video sequence stored in the video file.
Python
artificial-intelligence
deep-learning
OpenCV
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.
Python
artificial-intelligence
deep-learning
Raspberry-Pi
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
Python
tensorflow
deep-learning
Keras
machine-learning
AI Social Distancing Detector: Object Detection With TensorFlow and MobileNet
4 Dec 2020 by Dawid Borycki
In this article, we will use drawing functions to depict detected objects.
Python
artificial-intelligence
deep-learning
OpenCV
AI Social Distancing Detector: Using OpenCV to Annotate Detected Objects
3 Dec 2020 by Dawid Borycki
In this article, we will learn how to add annotations to images.
Python
artificial-intelligence
deep-learning
OpenCV


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