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Category Archives: Machine Learning
The Coronavirus Curve – A simple simulator
Here is an implementation for a simple ODE simulation of the COVID-19 curve. The simulator runs based on a set of first order ordinary differential equations (ODEs). These equations are dependent and measure three values including the change in the … Continue reading
Posted in Linux, Machine Learning, programming, Python, Software, Statistics, Ubuntu
Tagged code, coronovirus, COVID, COVID-19, differential equation, example, infection, infection rate, matplotlib, numpy, ode, ordinary differential equation, prediction, programming, python, scipy, simulation, software, source code, transmission, transmission rate
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Star / Asterisks Operator ( * ) in Python – 1
1. Unpacking iterables into a list/tuple In addition to serving as the symbol for multiplication, the star operator (*) in Python has several other applications. The first application is unpacking iterables into a list/tuple Example: Adding (appending) elements to an … Continue reading
Posted in Linux, Machine Learning, Python, Software, Ubuntu
Tagged advanced, argument, array, asterisks, code, example, for, function, intermediate, operator, pack, programming, python, sample, script, simple, source, source code, star, step by step, tutorial, unpack
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3D Rotations using Rodrigues Rotation Formula
The problem we are addressing here is the rotation of a general 3D vector about a given axis of rotation denoted by by radians. The Rodrigues Rotation Formula is as follows: Example: for a sanity check we can consider that … Continue reading
Posted in Machine Learning, Robotics
Tagged 2D, 2D rotation, 3d, 3D rotation, axis, axis of rotation, cross product, dot product, easy, example, general rotation, math, mathematics, programming, py, python, Robotics, rodrigues, rodrigues formula, rotation, simple, source, source code, spatial, spatial rotation, tutorial, vector
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Extension of 2D Complex Exponential Formula to 3D Rotation
In our previous post, we used , where and are 2D vectors and the formula rotates vector by . This idea can be extended to 3D by converting the vectors to quaternions. Assume and . Also, we consider to be … Continue reading
Posted in Linux, Machine Learning, programming, Python, Robotics, Software, Ubuntu
Tagged 2D rotation, 3D rotation, code, easy, euler formula, euler rotation, exponential complex, math, mathematics, multiply, normal, numpy, pi, plane, programming, pyquaternion, python, quaternion, simple, source code, sourcecode, spatial, vector
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2D Vector Rotation using Complex Exponential
Complex exponential formula represents the relationship between a vector and the rotated version of that vector by as where . Example: Rotate vector by . Answer: which is a vector towards Y-axis (Im axis). In python, we can compute this … Continue reading
Posted in Machine Learning, programming, Python, Robotics, Software
Tagged 2D rotation, code, complex, complex exponential, e, easy, exp, exponential, i, imaginary, j, linux, math, mathematics, numpy, pi, python, python programming, quaternion, real, rotation matrix, rotation vector, sample, simple, source code, sourcecode, transformation, vector, vector rotation, windows
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What is Kronecker Product?
Kronecker Product is a generalization of the outer product of two arbitrary size matrices and results in a block matrix. and then Example: Python example using numpy
Posted in Linux, Machine Learning, Optimization, programming, Python, Software, Ubuntu
Tagged algebra, array, code, easy, explained, inner product, kronecker, kronecker product, math, mathematics, matrix, numpy, outer product, product, programming, python, sample, simple, source code, sourcecode, step-by-step, tutorial, windows
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Quaternions – Use them for Rotation and Transformation
This is the second tutorial on Quaternions. In the previous post, I explained how to use basics of quaternions from the pyquaternion python library. Check the previous post here. In this post, I will show you how to perform spatial … Continue reading
Posted in Linux, Machine Learning, programming, Python, Robotics, ROS, Software, Ubuntu
Tagged beginner, code, computer, easy, example, function, math, mathematics, matplotlib, matrix, numpy, programming, pyplot, pyquaternion, quaternion, rotation, sample, simple, software, source, source code, spatial rotation, spatial transformation, step by step, transformation, tutorial, vector, windows
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Quaternions – How to generate and operate them in Python?
Python Package There are several python libraries (modules) that you can install. Here, I am going to use pyquaternion Installation This package can be installed as follows pip install pyquaternion Usage After installing the package, use it as follows: Â Forming … Continue reading
Posted in Linux, Machine Learning, programming, Python, Robotics, ROS, Software, Ubuntu
Tagged 3d, 3D rotation, beginner, code, conjugate, conjugation, easy, example, inverse, inversion, magnitude, math, mathematics, matrix, norm, normalization, normalized, numpy, package, pyquaternion, python, quaternion, Robotics, rotation, sample, script, simple, spatial, spatial rotation, spatial transformation, step by step, transformation, tutorial, vector
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Run local jupyter notebook on a Pytorch container
Introduction When, I was learning Pytorch I had already two separate Python version (2.x and 3.x) together with a lot of packages installed on my machine and I did not want to risk messing up my laptop. So, I decided … Continue reading
Posted in Linux, Machine Learning, Neural Networks, programming, Python, Software, Ubuntu
Tagged bash, browser, connect, Container, container id, container stop, deep, deep neural networks, DNN, Docker, docker image, docker ps, docker rm, docker stop, docker with jupyter, Facebook, Fair, file, image, install, ipynb, ipython, issue, jupyter, linux, local, machine, macos, mathematics, neural networks, notebook, port, powershell, programming, python, Pytorch, root, setup, software, ssh, terminal, url, windows
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Linear Transformation of Random Variables
Linear Transformation of Random Variables is a very basic yet important operation in Statistics results of which are extensively used in different methods and algorithms in Machine Learning. Assume is a linear function, , where, is a random variable, and … Continue reading
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