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Eklavya Chopra

8 posts •
Machine Learning (ML)

Hopfield Network

Hopfield Network is a recurrent neural network with bipolar threshold neurons. It consists of a set of interconnected neurons that update their activation values asynchronously.

Eklavya Chopra
Algorithms

Secant Method to find root of any function

Secant Method is a numerical method for solving an equation in one unknown. It avoids this issue of Newton’s method by using a finite difference to approximate the derivative.

Eklavya Chopra
Algorithms

Newton Raphson Method to find root of any function

Newton's Method, also known as Newton-Raphson method, named after Isaac Newton and Joseph Raphson, is a popular iterative method to find a good approximation for the root of a real-valued function f(x) = 0.

Eklavya Chopra
Algorithms

Regula Falsi Method for finding root of a polynomial

Regula Falsi method or the method of false position is a numerical method for solving an equation in one unknown. It is quite similar to bisection method algorithm and is one of the oldest approaches.

Eklavya Chopra
Algorithms

Bisection Method for finding the root of any polynomial

Bisection Method for root finding (also called the interval halving method, the binary search method, or the dichotomy method) is based on the Bolzano’s theorem for continuous functions

Eklavya Chopra
Machine Learning (ML)

Feature detection as in 1999: SIFT explained with Python implementation

SIFT (Scale Invariant Feature Transform) is a feature detection algorithm in computer vision to detect and describe local features in images designed in 1999

Eklavya Chopra
Machine Learning (ML)

Using Histogram of Oriented Gradients (HOG) for Object Detection

Principle behind histogram of oriented gradients is that local object appearance and shape within an image can be described by the distribution of intensity gradients or edge directions and hence, can be used for object detection

Eklavya Chopra
Machine Learning (ML)

Learn about various Object Detection Techniques

We will understand what is object detection, why we need to do object detection and the basic idea behind various techniques used to solved this problem. We start with the basic techniques like Viola Jones face detector to some of the advanced techniques like Single Shot Detector.

Eklavya Chopra
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