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Great Reads

The Math behind Neural Networks: Part 1 - The Rosenblatt Perceptron
by Serge Desmedt
A try it yourself guide to the basic math behind perceptrons
Artificial Neural Network C++ Class
by Hatem Mostafa
Artificial Neural Network C++ class with two use cases: Counter and Handwritten Digits recognition
ReInventing Neural Networks - Part 2
by Byte-Master-101
In Part 2, the Neural Network made in Part 1 is tested in an environment made in Unity so that we can see how well it performs.
Build Simple AI .NET Library - Part 5 - Artificial Neural Networks
by Gamil Yassin
This is a series of articles demonstrating .NET AI library from scratch

Latest Articles

Building a Mobile Style Transfer CycleGAN with Keras
by Abdulkader Helwan
In this article, we implement a CycleGAN from scratch.
Using CycleGAN for Mobile Style Transfer
by Abdulkader Helwan
In this article, we discuss the CycleGAN architecture.
Training and Running a GAN for Fashion Design Generation
by Abdulkader Helwan
In this article we show you how to train the GAN for fashion design generation.
Generate New Fashion Designs with a Generative Adversarial Network (GAN)
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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Neural Networks 

The Math behind Neural Networks: Part 1 - The Rosenblatt Perceptron
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12 May 2019
Serge Desmedt
A try it yourself guide to the basic math behind perceptrons
Javascript
Knockout.js
artificial-intelligence
ANN
neural-network
Artificial Neural Network C++ Class
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6 Mar 2021
Hatem Mostafa
Artificial Neural Network C++ class with two use cases: Counter and Handwritten Digits recognition
C++
artificial-intelligence
Dev
neural-network
ReInventing Neural Networks - Part 2
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19 Feb 2018
Byte-Master-101
In Part 2, the Neural Network made in Part 1 is tested in an environment made in Unity so that we can see how well it performs.
C#
Unity
neural-network
Build Simple AI .NET Library - Part 5 - Artificial Neural Networks
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18 Sep 2017
Gamil Yassin
This is a series of articles demonstrating .NET AI library from scratch
VB
.NET
artificial-intelligence
memory
neural-network
SOM
ANN
network
Handwritten Digits Reader UI
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8 Jan 2019
KristianEkman
A C# object oriented Neural Network, trainer, and Windows Forms user interface for recognitions of hand-written digits.
XML
C#
.NET
VS2017
neural-network
ANN
text
A Tic Tac Toe AI with Neural Networks and Machine Learning
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24 Jun 2019
Thomas Daniels
This article describes the making of a tic tac toe player that uses neural networks and machine learning.
C#
.NET
artificial-intelligence
neural-network
machine-learning
game
Build Simple AI .NET Library - Part 3 - Perceptron
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16 Sep 2017
Gamil Yassin
This is a series of articles demonstrating .NET AI library from scratch
VB
.NET
artificial-intelligence
neural-network
network
Build Simple AI .NET Library - Part 4 - Beyond Perceptron
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17 Sep 2017
Gamil Yassin
This is a series of articles demonstrating .NET AI library from scratch
VB
.NET
artificial-intelligence
neural-network
ANN
network
Creating a Turing Machine in Python – Part 1
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3 Nov 2018
Philipp_Engelmann
In this series, I want to show you how to create a simple console-based Turing machine in Python. You can check out the full source code on https://github.com/phillikus/turing_machine. In this part, I will explain the fundamental theory behind Turing machines and set up the project based on that.
artificial-intelligence
machine-learning
neural-network
Creating a Turing Machine in Python – Part 2
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22 Nov 2018
Philipp_Engelmann
How to create a Turing machine in Python - Part 2
Python
artificial-intelligence
machine-learning
neural-network
Image Classification Using Neural Networks in .NET
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26 Jun 2019
hemanthk119
Image Classification implementation using Deep Belief Networks and Convolutional Neural Networks in .NET
C#
.NET
WPF
Dev
neural-network
OpenCV
The Math behind Neural Networks: Part 2 - The ADALINE Perceptron
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20 Aug 2020
Serge Desmedt
A try it yourself guide to the basic math behind ADALINE perceptron
Javascript
Knockout.js
artificial-intelligence
ANN
neural-network
Implementation of Convolutional Neural Network using Python and Keras
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5 Mar 2018
Nikola M. Živković
Implementation of Convolutional Neural Network using Python and Keras
Python
parallel-processing
neural-network
Converting an ONNX Object Detection Model to iOS Core ML
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21 Nov 2020
Jarek Szczegielniak
In this series, we’ll use a pretrained model to create an iOS application that will detect multiple persons and objects in a live camera feed rather than in a static picture.
Python
artificial-intelligence
YAML
neural-network
Real-time AI Person Detection on Edge Devices: Getting Started
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5 Oct 2020
Sergey L. Gladkiy
This is the first in an article series where we’ll show you how to detect people in real time (or near-real time) on Raspberry Pi.
artificial-intelligence
Raspberry-Pi
neural-network
From stationarity to randomness through chaos
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22 Nov 2016
Miguel Diaz Kusztrich
Using R to explore the complexity of time series generated by a simple process
R
Dev
analysis
mathematics
neural-network
statistics
data
Setting up macOS for ML and AI Development
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26 Aug 2020
Jarek Szczegielniak
In this article we prepare our development environment.
Python
iOS
artificial-intelligence
machine-learning
neural-network
Building an AI Image Classification Model for iOS Using Create ML and Core ML
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1 Sep 2020
Jarek Szczegielniak
In this article we can proceed to train our custom hot dog detection model using Apple’s Create ML.
Python
iOS
artificial-intelligence
machine-learning
neural-network
Real-time AI Person Detection on Edge Devices: Detecting Persons Using Pre-trained SSD Models
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7 Oct 2020
Sergey L. Gladkiy
In this article, we’ll showcase the Python code for launching these models and detect humans in images.
Python
artificial-intelligence
neural-network
AI Anomaly Detection on Bitcoin Time Series Data
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26 Feb 2021
Sergio Virahonda
In this article we talk about anomaly detection on time series data.
Python
artificial-intelligence
tensorflow
Keras
neural-network
Detecting Pests with a Motion Detector and Trained DNN
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23 Dec 2020
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
Deep Learning in C#: Understanding Neural Network Architecture
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4 Nov 2020
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
Applying Long Short-Term Memory for Video Classification Issues
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30 Apr 2019
Apriorit Inc, Semyon Boyko
The approach that allows you to make a neural network analyze the current frame while remembering the state of previous frames
artificial-intelligence
OpenCV
neural-network
image-processing
image-recognition
Getting Started With Deep Learning in Your Browser Using TensorFlow.js
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8 Jul 2020
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
Age Estimation With Deep Learning: Using CNN to Predict Age
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24 Jul 2020
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
Setting Up an Android AI Development Environment
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16 Sep 2020
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 Queue Length Detection: R-CNN for Custom Object Detection Using Keras
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27 Oct 2020
MehreenTahir
In this article, we’ll explore some other algorithms used for object detection and will learn to implement them for custom object detection.
Python
artificial-intelligence
neural-network
Preprocessing Time Series Data for AI Forecasting and Anomaly Detection
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25 Feb 2021
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
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18 Mar 2021
Abdulkader Helwan
In this article we evaluate VGG19 using real images taken by a phone camera.
Python
artificial-intelligence
tensorflow
Keras
neural-network
Training and Running a GAN for Fashion Design Generation
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22 Mar 2021
Abdulkader Helwan
In this article we show you how to train the GAN for fashion design generation.
Python
artificial-intelligence
tensorflow
Keras
neural-network
Cartpole: Tweaking the Options
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26 Jun 2020
philoxenic
In this article, we will see what’s going on behind the scenes and what options are available for changing the reinforcement learning.
Python
artificial-intelligence
machine-learning
neural-network
Introduction to OpenAI Gym: Atari Breakout
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29 Jun 2020
philoxenic
In this article, we start to look at the OpenAI Gym environment and the Atari game Breakout.
Python
artificial-intelligence
machine-learning
neural-network
Learning Breakout More Quickly
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30 Jun 2020
philoxenic
In this article, we will see how you can use a different learning algorithm (plus more cores and a GPU) to train much faster on the mountain car environment.
Python
artificial-intelligence
machine-learning
neural-network
Learning Breakout From RAM – Part 1
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2 Jul 2020
philoxenic
In this article we will learn from the contents of the game’s RAM instead of the pixels.
Python
artificial-intelligence
machine-learning
neural-network
Age Estimation With Deep Learning: Training CNN
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23 Jul 2020
Sergey L. Gladkiy
In this article we train the CNN for age estimation.
Python
artificial-intelligence
neural-network
deep-learning
OpenCV
Converting ONNX Image Classification Models to Core ML
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27 Aug 2020
Jarek Szczegielniak
In this article we'll convert a ResNet model to the Core ML format.
Python
iOS
machine-learning
neural-network
AI Image Classification on iOS with ResNet
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28 Aug 2020
Jarek Szczegielniak
Having converted a ResNet model to the Core ML format in the previous article, in this article we’ll now use it in a simple iOS application.
Python
iOS
artificial-intelligence
machine-learning
neural-network
Preparing Data for AI Image Classification on iOS
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31 Aug 2020
Jarek Szczegielniak
In this article we’ll start data preparation for this new, custom model, to be later trained using the Create ML framework.
Python
iOS
artificial-intelligence
machine-learning
neural-network
Creating an Android AI App With Tensorflow Lite
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18 Sep 2020
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 Queue Length Detection: Counting the Number of People in an Area
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28 Oct 2020
MehreenTahir
In this article, we will train a deep learning model to detect and count the number of people in a given area.
Python
artificial-intelligence
neural-network
Deep Learning in C#: Coin Recognition in Keras.NET, Part I
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6 Nov 2020
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
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6 Nov 2020
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 Forecasting on Bitcoin Time Series Data
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1 Mar 2021
Sergio Virahonda
In the next article, we are going to discuss forecasting on Bitcoin time series.
Python
artificial-intelligence
tensorflow
Keras
neural-network
Fine-tuning VGG16 to Classify Clothing
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17 Mar 2021
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
Age Estimation With Deep Learning: Building CNN
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22 Jul 2020
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
Real-time AI Person Detection on Edge Devices: Testing SSD Models on Raspberry Pi
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9 Oct 2020
Sergey L. Gladkiy
In this article, we’ll test the accuracy and the performance of the MibileNet and SqueezeNet models on the Raspberry Pi device.
Python
artificial-intelligence
Raspberry-Pi
neural-network
Real-time AI Pest Elimination on Edge Devices: Getting Started
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3 Mar 2021
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
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16 Dec 2020
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
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17 Dec 2020
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
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21 Dec 2020
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
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22 Dec 2020
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
Preparing Data for AI Fashion Classification
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16 Mar 2021
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
Decoding a Core ML YOLO Object Detector
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23 Nov 2020
Jarek Szczegielniak
In this article, we will decode the Core ML YOLO Model by transforming an array of abstract numbers to a human-readable form.
Python
artificial-intelligence
neural-network
Competing on kaggle.com for the First Time
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25 Jan 2019
Philipp_Engelmann
Competing on kaggle.com for the first time
Python
machine-learning
Keras
neural-network
Age Estimation With Deep Learning: Designing CNN
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21 Jul 2020
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
Using Portable ONNX AI Models in Java
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11 Sep 2020
Keith Pijanowski
In this article, I provided a brief overview of the ONNX Runtime and the ONNX format.
Java
artificial-intelligence
neural-network
Training Your Own TensorFlow Neural Network For Android
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23 Sep 2020
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
Decoding a YOLO Core ML Object Detector Using Array Operations
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24 Nov 2020
Jarek Szczegielniak
In the next article, we’ll do the same but with array operations. This will allow us to include the decoding logic directly in the model.
Python
artificial-intelligence
neural-network
Creating a YOLO Core ML Object Detector with Decoding Logic
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25 Nov 2020
Jarek Szczegielniak
In this article we are ready to include detection decoding directly in the Core ML model.
Python
artificial-intelligence
neural-network
Building a Core ML Pipeline for the iOS Vision Framework
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26 Nov 2020
Jarek Szczegielniak
In this article we’ll create a Core ML pipeline to be our end-to-end model.
Python
artificial-intelligence
neural-network
iOS Object Detection with Live Camera Preview
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27 Nov 2020
Jarek Szczegielniak
In the next article, we’ll start working on the iOS application that will use that model.
Python
artificial-intelligence
neural-network
AI Forecasting and Anomaly Detection on Streaming Bitcoin Prices
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2 Mar 2021
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
Input Normalization as Separate Layer in CNTK with C#
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13 Jul 2018
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
Real-time AI Person Detection on Edge Devices: Launching SSD on Raspberry Pi
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8 Oct 2020
Sergey L. Gladkiy
In this article, we’ll see how you can install Python-OpenCV on the device and run the code.
Python
artificial-intelligence
Raspberry-Pi
neural-network
Real-time AI Person Detection on Edge Devices: Detecting Persons on Video in Real-time Mode
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14 Oct 2020
Sergey L. Gladkiy
In this article, we’ll modify the code for real-time processing on an edge device.
Python
artificial-intelligence
Raspberry-Pi
neural-network
Preparing Dataset
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18 Dec 2020
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
Eliminating Pests with a Raspberry Pi
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24 Dec 2020
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
Generate New Fashion Designs with a Generative Adversarial Network (GAN)
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19 Mar 2021
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
Using Modified Inception V3 CNN for Video Processing and Video Classification
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4 Apr 2019
Apriorit Inc, Semyon Boyko
Find out an easy way to use the pretrained Inception V3 neural network for video classification.
artificial-intelligence
neural-network
machine-learning
image
Learning Breakout From RAM – Part 2
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3 Jul 2020
philoxenic
In this article, we will see how we can improve by approaching the RAM in a slightly different way.
Python
artificial-intelligence
machine-learning
neural-network
Learning Breakout: Advanced Topics
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6 Jul 2020
philoxenic
In this final article in this series, we will look at slightly more advanced topics: minimizing the "jitter" of our Breakout-playing agent, as well as performing grid searches for hyperparameters.
Python
artificial-intelligence
machine-learning
neural-network
Using Portable ONNX AI Models in Python
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14 Sep 2020
Keith Pijanowski
In this article, I provided a brief overview of the ONNX Runtime and the ONNX format.
Python
artificial-intelligence
neural-network
Using an ONNX Neural Network Model with TensorFlow Lite on Android
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17 Sep 2020
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
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21 Sep 2020
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
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22 Sep 2020
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
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20 Oct 2020
Raphael Mun
In this article we will create a knowledge chatbot.
Javascript
artificial-intelligence
tensorflow
deep-learning
neural-network
AI Queue Length Detection: Object detection using Keras
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26 Oct 2020
MehreenTahir
This is the first in an article series where we’re going to show how to make an AI queue length detector.
Python
artificial-intelligence
Keras
neural-network
Deep Learning in C#: Coin Recognition with a Pre-Trained Model in ML.NET
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9 Nov 2020
Arnaldo P. Castaño
To end off this series, we will present the alternative of adapting a pre-trained CNN to the coin recognition problem we have been examining all along.
artificial-intelligence
machine-learning
Keras
neural-network
Building an Object Detection iOS App with YOLO Core ML Model
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30 Nov 2020
Jarek Szczegielniak
In this last article in this series, we’ll extend the application to use our YOLO v2 model for object detection.
Python
artificial-intelligence
neural-network
Using CycleGAN for Mobile Style Transfer
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15 Jun 2021N
Abdulkader Helwan
In this article, we discuss the CycleGAN architecture.
tensorflow
deep-learning
Keras
neural-network
Android Arm NN Image Classification
11 Dec 2020
Joel Ivory Johnson
Image classification using Arm NN on Android mobile devices
Android
artificial-intelligence
product-showcase
neural-network
Reducing Packing Overhead in Matrix-Matrix Multiplication
7 Feb 2017
Intel Corporation
Improve Performance on Multicore and Many-Core Intel® Architectures, Particularly for Deep Neural Networks
hardware
neural-network
product-showcase
architecture
Building a Mobile Style Transfer CycleGAN with Keras
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16 Jun 2021N
Abdulkader Helwan
In this article, we implement a CycleGAN from scratch.
Python
tensorflow
deep-learning
Keras
neural-network
A Simple and Complete Explanation of Neural Networks
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3 Apr 2019
Mahsa Hassankashi
This article also has a practical example for the neural network. You read here what exactly happens in the human brain, while you review the artificial neuron network.
network
mathematics
neural-network
Matrix
MatLab
Basis of Neural Networks in Visual Basic .NET
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8 Sep 2015
Emiliano Musso
In this article (hopefully, the first of a small series), we'll see how to implement a neural network in Visual Basic .NET, i.e. a model capable of processing input data and adjust its internal mechanics to learn how to produce a desired result. We'll see more on this later. The present article will
VB
.NET
Windows
artificial-intelligence
Dev
neural-network
Image Tagger - A Convolutional Neural Network Based Image Classifier
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11 May 2020
Huseyin Atasoy
An image classifier / tagger based on convolutional neural networks. Now more than 10 times faster with the Intel MKL support.
C#
.NET
artificial-intelligence
neural-network
image-processing
MatLab
Multiple convolution neural networks approach for online handwriting recognition
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9 Apr 2013
Vietdungiitb
The research focuses on the presentation of word recognition technique for an online handwriting recognition system which uses multiple component neural networks (MCNN) as the exchangeable parts of the classifier.
C#
.NET
Dev
neural-network
network
Basic Artificial Neural Network in C#
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7 Aug 2017
Bhairav Thakkar
A basic artificial neural network code for experimenting
C#
.NET
.NET-Compiler-Platform
Windows
VS2013
Visual-Studio
Architect
CEO
neural-network
network
Number recognition with MLP Neural Network
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24 May 2017
mohammad farahi
English Number recognition with Multi Layer Perceptron Neural Network (MLP)
artificial-intelligence
network
neural-network
machine-learning
MatLab
AI: Genetic Evolution of Virtual Fish
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28 Jan 2016
hemanthk119
Genetic Mutations of Neural Networks to produce better offspring in fish like virtual creatures
C#
.NET
VS2013
WPF
genetic
neural-network
ReInventing Neural Networks
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1 Mar 2018
Byte-Master-101
Neural Networks can do a lot of amazing things, and you can understand how you can make one from the ground up. You can actually be surprised how easy it is to develop one from scratch!
C#
Unity
neural-network
Introduction to Keras
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22 Jun 2020
Thomas Daniels
In this article, let’s dive into Keras, a high-level library for neural networks.
CUDA
Python
artificial-intelligence
machine-learning
tensorflow
Keras
neural-network
ANNT : Recurrent neural networks
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20 Dec 2018
Andrew Kirillov
The article demonstrates usage of ANNT library for creating recurrent ANNs and applying them to different tasks.
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Learning Machine Learning, Part 2: Algorithms and Techniques
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13 Feb 2017
Alibaba Cloud
In this post, we learn about algorithms that help implement ML functions.
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ReInventing Neural Networks - Part 3
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20 Feb 2018
Byte-Master-101
Now that we got the basics over with, it's time for improvement!
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Unity
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Action Detection Using Deep Neural Networks: Problems and Solutions
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22 Mar 2019
Apriorit Inc, Vadym Zhernovyi
Learn more about the challenges we faced with dataset preparation and network configuration, and how these problems can be solved.
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Cartpole: The “Hello World” of Reinforcement Learning
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25 Jun 2020
philoxenic
In this article, you will be up and running, and will have done your first piece of reinforcement learning.
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