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Great Reads

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.

Face Touch Detection with TensorFlow.js Part 1: Using Real-Time Webcam Data With Deep Learning

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.

Latest Articles

Unveiling the Power of TensorFlow 2.x: A Comprehensive Primer on Execution Modes and Model Building APIs

by Oliver Kohl

This article provides a comprehensive guide to TensorFlow 2.x, covering its execution modes, model building APIs, and insights for choosing the right approach for machine learning projects.

Comparing Self-Hosted AI Servers: A Guide for Developers

by Chris Maunder

This article explores the various self-hosted AI frameworks available and understand their strengths, weaknesses, and compatibility with your project requirements. Make an informed decision that aligns with your organization's goals

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)

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.

All Articles

Tensorflow

Neural network xray recognition

19 May 2020 by abc_

Hello everyone. i am a beginner in image recognition and i would like to ask where to start in order to create an image xray recoginiton app . i have studied about neural newtworks and how they work,my question is if you can suggest any language...

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.

artificial-intelligence

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.

artificial-intelligence

Fine-tuning ResNet50 to Diagnose COVID-19

18 Feb 2021 by Abdulkader Helwan

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

artificial-intelligence

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.

artificial-intelligence

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.

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

Preparing Data for AI Fashion Classification

16 Mar 2021 by Abdulkader Helwan

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

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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.

artificial-intelligence

Running AI Fashion Classification on Real Data

18 Mar 2021 by Abdulkader Helwan

In this article we evaluate VGG19 using real images taken by a phone camera.

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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.

artificial-intelligence

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.

artificial-intelligence

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).

COVID-19 Diagnosis with Deep Learning

12 Feb 2021 by Abdulkader Helwan

In this article, we introduce transfer learning and ResNet50.

artificial-intelligence

Using CycleGAN for Mobile Style Transfer

15 Jun 2021 by Abdulkader Helwan

In this article, we discuss the CycleGAN architecture.

Building a Mobile Style Transfer CycleGAN with Keras

16 Jun 2021 by Abdulkader Helwan

In this article, we implement a CycleGAN from scratch.

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.

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.

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.

machine-learning

My neural network is OVER-FITTING, how can I prevent this?

8 Jul 2020 by Abhay binwal

I HAVE USED A DIABETES DATASET FOR TRAINING MY NEURAL NETWORK, AND MY MODEL IS OVERFITTING. HOW CAN I PREVENT THIS, I HAVE TRIED FEW METHODS TOO BUT IT DIDNT WORKED WELL. HOPE I CAN FIND ANY SOLUTION TO THIS PROBLEM ASAP. TRY RUNNING THIS CODE I...

machine-learning

Python H5PY ioerror: unable to open file… error message = 'no such file or directory'

10 Jul 2019 by Agit Çelik

Please help me this is urgent.! By the way I am using Window 10 x64 I am getting error while data_loc = os.path.join('data', 'datasets', data_code + '.hdf5') data = h5py.File(data_loc, 'r') I run 'python train.py fcn_rffc4 brats_fold0 brats_fold0 600 -ch False' command Error is shortly,...

image-processing

How do I modify this Python code?

9 Jun 2021 by amir elmjamili

Hi, I have a problem please guide me thank you def model_fn(): model = tf.keras.models.Sequential([ tf.keras.Input(bdbd =Input(shape=(300,15))), tf.keras.layers(bd1= SeqSelfAttention())(bdbd) , ...

Logo Recognition System

28 Mar 2023 by Ammar Albush 1997

Logo Recognition System Program written in C# .NET 6.0 Windows Form (Tensorflow.net,Tensorflow.keras,Emgu Cv,ScottPlot.WinForms,Newtonsoft.Json)

artificial-intelligence

How to improve deeplearning model performance?

23 Mar 2020 by Anan Srivastava

Using early stopping my model stops training at around 7 epochs because of overfitting MAX_SEQUENCE_LENGTH = 1000 MAX_NUM_WORDS = 20000 EMBEDDING_DIM = 100 VALIDATION_SPLIT = 0.2 output_nodes = 759 embedding_layer = Embedding(num_words, ...

How can I change the loss function when the shape of my data changes?

26 Mar 2020 by Anan Srivastava

Since my data is too large, I use pd.read_csv('',chunksize=). I am using categorical_crossentropy as my loss function, however, on the last chunk, I have just one target. So I get the error: You are passing a target array of shape (2110, 1)...

How to integrate a tensorflow-model to android studio

11 Aug 2019 by Androidismyhobby

I want to create a chatbot that uses a deep language model to answer questions from users. There should be just input from the user and an output from the model. The Tensorflow model is called DocProduct and you can see it here on Github: https://github.com/re-search/DocProduct. How can I...

Getting grid or matrix or box structure from screenshot.

2 Jul 2019 by Appie09

Built a tensorflow model to detect objects and then got model to run in an android device. The app in android now detects objects and on button click takes screenshot of the layout and gives the bounding boxes in the image view. Now i need to derive an editable matrix structure from this...

How can I increase the accuracy score for my autoencoder neural network?

24 Aug 2020 by Aryan Sethi

I tried to make a UNet based Autoencoder for the purpose of De-blurring images but I got terrible accuracy scores and loss values. How can I improve the model ? The code for the model is HERE What I have tried: I tried to vary the learning...

machine-learning

How to print the output of this code in an tkinter window instead of cv2.imshow('object detector', frame) without affecting video processing ?

3 Oct 2022 by ASHIN KUNJUMON

import os import cv2 import numpy as np import tensorflow as tf import tensorflow.compat.v1 as tf import sys # This is needed since the notebook is stored in the object_detection folder. sys.path.append("..") # Import utilites from...

How to increase the video processing speed of the following opencv code ?

3 Oct 2022 by ASHIN KUNJUMON

import os import cv2 import numpy as np import tensorflow as tf import tensorflow.compat.v1 as tf import sys # This is needed since the notebook is stored in the object_detection folder. sys.path.append("..") # Import utilites from...

machine-learning

Problem with input shape of conv1d in tfagents sequential network

20 Jun 2022 by ashish bhong

I have created a trading environment using tfagent env = TradingEnv(df=df.head(100000), lkb=1000) tf_env = tf_py_environment.TFPyEnvironment(env) and passed a df of 100000 rows from which only closing prices are used which a numpy array of...

machine-learning

How to import trace in pytho

21 Oct 2021 by CHill60

That github repository has nothing to do with Trace. There is no trace in tensorflow.python.profiler. You should use either tensorflow.profiler.experimental.Trace or tensorflow.autograph.trace depending on your (uncommunicated) need and as...

Comparing Self-Hosted AI Servers: A Guide for Developers

13 Nov 2023 by Chris Maunder

This article explores the various self-hosted AI frameworks available and understand their strengths, weaknesses, and compatibility with your project requirements. Make an informed decision that aligns with your organization's goals

artificial-intelligence

Python opencv error ('cv::cvtcolor')

22 Nov 2021 by CL4Y3R-TR

Help Pls My code: img_file = 'test2.png' img = cv2.imread(img_file, 1) img = cv2.cvtColor(img,cv2.COLOR_BGR2RGB) print(f"Loaded {img_file} ({img.shape[1]} x {img.shape[0]})" ) # Resize if image larger than 2k pixels on a side if...

TensorFlow Tutorial 1: Getting Started

17 Oct 2018 by CodeProject

Updating Linear Regression Model To TensorFlow 2.0

25 Mar 2020 by Coding Notes

How to create a linear regression model from scratch using TensorFlow 2.0

machine-learning

Neural network xray recognition

19 May 2020 by CPallini

Quote: if you can suggest any language to code Python is mainstream. Quote: lso what is more friendly tensorflow or open cv? Some insight on the differences between OpenCV and TensorFlow here: OpenCV vs TensorFlow : MLQuestions[^].

Setting up a Deep Learning Machine on Azure from the App Marketplace

23 Oct 2018 by DataBytzAI

Using a pre-configured environment on Azure to create a "ready to go" Deep Learning machine

artificial-intelligence

About your article : tensorfflow js time series

6 Feb 2019 by Dave Kreskowiak

It's not "our" article. Articles are supported by the people that write them, not everyone on the site. Ask your question in the forum at the bottom of the article you're talking about. Posting in that forum sends a notification to the author that you posted a question.

Modulenotfounderror: no module named 'keras.utils.multi_gpu_utils'

30 Apr 2023 by Dave Kreskowiak

Considering TensorFlow is underpinned by CUDA, which is nVidia specific, you've got a bit of a problem. See Can TensorFlow run on an AMD GPU? - Quora[^].

How to upgrade CUDNN to 8.2 in Google colab ?

17 Nov 2021 by Deepesh Mhatre 2021

I am trying to use Tensorflow object detection API,but the CUDNN version that I getting on colab is 8.0. and I want to use 8.1,so how do I upgrade CUDNN library on colab ? Below is the script I wrote ,but it does'nt seem to have any effect,what...

How to get time when object detected in video Python

30 Aug 2022 by embedde

im about to build video analytic using python. im able to detect object in video using tensorflow. But i cannot get the time when the object appear in video. i have scenario like this : i have 16 seconds video . in the 5th second, the object...

How do I make sure that my tflite model is functioning properly and is ready to be used in a mobile app?

20 Mar 2023 by Fatema Shawki

I'm working on a real-time object detection mobile application using kotlin. I trained a yolo v5 model on a custom dataset of 4 classes, then converted the model to a .tflite file. I used this line to convert the yolo model to tflite: !python...

How do I decrease the size of the tflite model without affecting performance?

21 Mar 2023 by Fatema Shawki

I trained a YOLO v5 object detection model on my custom dataset, then converted it to TensorFlow using the export function and to TensorFlow lite using tf.convertor. I want to use the TFLite model in an android app, however, the problem is the...

computer-vision

object-detection

Valueerror: data cardinality is ambiguousx sizes22544y sizes125973makesureallarrayscontain the same number of samples. Ddos attack detection and classification using deep learning and keras test error

30 May 2022 by FatihSengul

Hi, I'm new to deep learning. I am trying to classify DDoS attacks using the NSL-KDD dataset. My code is working, but I'm having trouble testing the model using the test dataset. Can you check my error in testing? ANN.ipynb · GitHub[^] ...

How to integrate a tensorflow-model to android studio

11 Aug 2019 by Gerry Schmitz

Get a Project Manager ... since "you have no approach". The Project Manager will recruit a Business Analyst to collect your requirements. Then a software architect will design a solution. A programmer analyst will come up with a program specification that you will need to review before a...

Neural network xray recognition

19 May 2020 by Gerry Schmitz

Image classification | TensorFlow Core[^]

How can I increase the accuracy score for my autoencoder neural network?

24 Aug 2020 by Gerry Schmitz

Can't see how ML can help you much; it's more about algorithms (light intensity; contrast; etc.). Deblurring Images Using the Blind Deconvolution Algorithm- MATLAB & Simulink Example[^]

machine-learning

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.

artificial-intelligence

machine-learning

How do I fix this line of code of smile detection project

6 Nov 2023 by Hossain23

Google Colab[^] The code link has been updated. Now you can access it here. I was trying to implement smile detection project from kaggle on to my Google collab. kaggle link smile-detection | Kaggle[^] I have downloaded the datasets and...

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.

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.

machine-learning

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.

machine-learning

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.

machine-learning

Multi-Stage Docker Builds for AI Object Detection

18 May 2021 by Jarek Szczegielniak

In this article we run inference on sample images with TensorFlow using a containerized Object Detection API environment.

artificial-intelligence

machine-learning

Dockerized AI on Large Models With NLP and Transformers

19 May 2021 by Jarek Szczegielniak

In this article we run an inference model for NLP using models persisted on a Docker volume.

artificial-intelligence

machine-learning

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

machine-learning

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

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.

artificial-intelligence

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.

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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.

artificial-intelligence

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.

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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.

artificial-intelligence

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.

artificial-intelligence

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.

artificial-intelligence

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.

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