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In this channel, I am going to talk about the projects and research that I have done and am doing during my masters, PhD and postdoc. The topics that I would be covering are color and imaging science, deep learning, deep convolutional neural network and their application, how to code them, image processing, computer vision, hyper/multi spectral imaging, spectral reflectance recovery, human color vision, digital cameras and their characterization, and Matlab and Python coding in a simple way.

The Best Way to Push Your Code and Files to GitHub (Step-by-Step Guide)
10:58
The Best Way to Push Your Code and Files to GitHub (Step-by-Step Guide)
Deep Dive into Hyperspectral Image Processing Techniques Using Python
7:51
Deep Dive into Hyperspectral Image Processing Techniques Using Python
How to Build a Digital Colorimeter on Windows Using Python
8:27
How to Build a Digital Colorimeter on Windows Using Python
How to measure spectral similarity in MATLAB?
5:51
How to measure spectral similarity in MATLAB?
Hyperspectral Image Classification Using a 2D CNN (A Step-by-Step Tutorial)
8:29
Hyperspectral Image Classification Using a 2D CNN (A Step-by-Step Tutorial)
Basics of Video Analysis in Python
4:46
Basics of Video Analysis in Python
How to solve the time out error in overleaf using python (a step-by-step guide)?
6:03
How to solve the time out error in overleaf using python (a step-by-step guide)?
How to Handle EnMAP Images of Hyperspectral Data in Python?
4:17
How to Handle EnMAP Images of Hyperspectral Data in Python?
A Basic Image Classification Using CNN in PyTorch
4:53
A Basic Image Classification Using CNN in PyTorch
Estimating Signal-to-Noise Ratio (SNR) in Hyperspectral Imaging
5:53
Estimating Signal-to-Noise Ratio (SNR) in Hyperspectral Imaging
Use of Non-Negative Matrix Factorization (NNMF) in Spectral Unmixing
6:52
Use of Non-Negative Matrix Factorization (NNMF) in Spectral Unmixing
Spectral reflectance reconstruction from RGB camera response using linear interpolation technique
9:55
Spectral reflectance reconstruction from RGB camera response using linear interpolation technique
Principal Component Analysis (PCA) Using Singular Value Decomposition (SVD) in Python
7:36
Principal Component Analysis (PCA) Using Singular Value Decomposition (SVD) in Python
Understanding Color Spaces and Their Importance in Imaging (with Illustrations)
9:13
Understanding Color Spaces and Their Importance in Imaging (with Illustrations)
Predicting Camera Color Quality
4:00
Predicting Camera Color Quality
Unsupervised Learning and Its Applications in Hyperspectral Imaging
9:21
Unsupervised Learning and Its Applications in Hyperspectral Imaging
How to Write Your Own Custom Loss Function in TensorFlow
5:44
How to Write Your Own Custom Loss Function in TensorFlow
Best Way to Classify Hyperspectral Images in Python
7:39
Best Way to Classify Hyperspectral Images in Python
A Short Tutorial on PCA and NNMF in Python
6:25
A Short Tutorial on PCA and NNMF in Python
The easiest way to install sklearn, skimage and Colour libraries in Anaconda Python
5:56
The easiest way to install sklearn, skimage and Colour libraries in Anaconda Python
Colorimetric Characterization of Multispectral Cameras
18:45
Colorimetric Characterization of Multispectral Cameras
A basic image classification using CNN in TensorFlow
5:41
A basic image classification using CNN in TensorFlow
How to Save a Trained Neural Network Model and Use it Later in TensorFlow?
6:06
How to Save a Trained Neural Network Model and Use it Later in TensorFlow?
Best Way to Classify Hyperspectral Images in MATLAB.
8:47
Best Way to Classify Hyperspectral Images in MATLAB.
Hyperspectral Image Classification Using SVM in Python
9:05
Hyperspectral Image Classification Using SVM in Python
A Step-by-Step Guide to Solving a Simple Classification Problem Using SVM
6:05
A Step-by-Step Guide to Solving a Simple Classification Problem Using SVM
A Step-by-Step Tutorial on Classifying Handwritten Digits Using CNN
4:21
A Step-by-Step Tutorial on Classifying Handwritten Digits Using CNN
Hyperspectral Image Classification Using CNN in TensorFlow
10:05
Hyperspectral Image Classification Using CNN in TensorFlow
The Easiest Way to Install PyTorch in Anaconda Python (on Both CPU and GPU)
10:31
The Easiest Way to Install PyTorch in Anaconda Python (on Both CPU and GPU)
What Causes Color Blindness and Do Men and Women Have the Same Chance of Developing It?
5:59
What Causes Color Blindness and Do Men and Women Have the Same Chance of Developing It?