Published in Geek Culture·PinnedConcept of Machine Learning | Getting StartedIn 1959 Arthur Samuel, an American pioneer in the field of computer gaming gave the idea of Machine Learning. He defined machine learning as — “Field of study that gives computers the capability to learn without being explicitly programmed”. In 1997, Tom Mitchell gave a mathematical and relational definition that…Machine Learning3 min readMachine Learning3 min read
Jun 28, 2021Top performing SBC for Very High end Artificial Intelligence Project, NVIDIA Jetson Xavier NXA complete overview of NVIDIA Jetson Xavier NX including Description, Specification, Price, Pros and Cons. Buy in India — Despite being the smallest AI and DL supercomputer in the world, Performance wise Nvidia Jetson Xavier NX is top and energy-efficient Single Board Computers among others. Nvidia Jetson Xavier NX would clock an operational computation of 21 Tera Operations Per Second (TOPS) on a 15W power supply. And at just…Artificial Intelligence2 min readArtificial Intelligence2 min read
Jun 25, 2021Make Your AI projects with this, Cheapest Single Board Computer, specially designed for Machine Learning and Artificial Intelligence NVIDIA Jetson NanoA complete overview of NVIDIA Jetson Nano including Description, Specification, Price, Pros and Cons. Buy in India — The Jetson Nano is designed for AI enthusiasts, hobbyists and developers who want to do projects by implementing AI. The NVIDIA Jetson Nano delivers computing performance to run multiple neural networks alongside other applications such as object detection, segmentation, speech processing, image classification etc. and process data from several high-resolution…Artificial Intelligence2 min readArtificial Intelligence2 min read
Published in Nerd For Tech·May 9, 2021Expert on Linux, tips and tricks series | Install AUR Packages on Arch Linux, manually and using Aurman.Arch Linux doesn't comes with aurman inbuilt. We have to install it manually. In this article atfirst we will install aurman manually and then install a package using aurman. — AUR (Arch User Repository) is a community-driven repository for Arch Linux users, containing PKGBUILDs (package descriptions) that allow you to compile a package from source with makepkg and then install it via pacman. How to Install any package (for example aurman) manually ?Arch Linux2 min readArch Linux2 min read
Published in Nerd For Tech·May 3, 2021Concept of Machine Learning | Ridge Regression or L2 Regularization, Lasso Regression or L1 Regularization.Regularization is an important concept to avoid overfitting of the training data especially when the trained and tested data are much varying. Regularization is calculated by adding a “penalty” term to the RSS to achieve a lesser variance with the tested data. Ridge Regression : RSS modified by adding that sum of squares…Machine Learning3 min readMachine Learning3 min read
Published in MLearning.ai·May 2, 2021Concept of Machine Learning | Metric |Assuming performanceHow do I calculate accuracy for my regression model? This is a common question by beginners when they make a regression predictive modeling project. But the fact is accuracy is a measure for classification, not regression. We cannot calculate accuracy for a regression model. The performance of a regression model…Machine Learning3 min readMachine Learning3 min read
Published in Geek Culture·Apr 25, 2021Concept of Machine Learning | Polynomial Regression | Errors: Noise, Bias, and Variance | Splitting Data Into Training and Test SetIn the previous article, I wrote about Linear Regression, optimization of error by taking such coefficient, Gradient Descend Method, Overdetermined System of the equation, etc. In this article, I am writing about Polynomial Regression and other things written in the title. This is an image of Linear Regression What is Polynomial Regression? …Machine Learning3 min readMachine Learning3 min read
Published in Nerd For Tech·Apr 24, 2021Concept of Machine Learning | Multiple Regression, Find values of coefficients of a Machine Learning Model using Over determined system of equation 😉Suppose equation of an machine learning model is, Where B0,B1…… are parameters and 1,x1,x2…… are features, and the curve is of n dimensions. For example, suppose following table is training datasets of a machine learning model, where x0,x1,x2,x3 are features and y is result.Machine Learning2 min readMachine Learning2 min read
Published in Nerd For Tech·Apr 23, 2021Concept of Machine Learning | Optimization using Gradient Descend Method to find best values of coefficients 😉In this article you will learn about maxima, minima concept, concave and convex function, finding maxima minima using hill climbing method, Gradient Descend algorithm. — Gradient Descend Method Gradient Descent is an optimizing algorithm used in Machine/ Deep Learning algorithms, to minimize the objective convex function f(x) using iteration. It find the global minimum of the objective function. Before starting this…Machine Learning4 min readMachine Learning4 min read
Published in Geek Culture·Apr 23, 2021Concept of Machine Learning | RegressionIn this article, we will discuss Simple Linear Regression — What is Regression? A kind of statistical supervised learning technique for estimating the relationships between dependent & independent variables. Dependent and Independent Variable : Here Y is dependent variable and X₁,X₂,X₃ …….,Xn are independent variable. Dependent variable is also called Outcome Variable, Response Variable and Independent Variable is…Machine Learning3 min readMachine Learning3 min read
