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How to Run DeepSeek R1 Locally on Windows

The DeepSeek R1 model, developed by a team from China, has made waves in the AI world. It has surpassed ChatGPT and climbed to the top spot on the US App Store. Furthermore, DeepSeek has shaken the US tech stock market with its innovative R1 model, which claims to rival ChatGPT o1. Although you can access DeepSeek R1 for free on its official web...

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How to Configure Memory (RAM) in WSL Linux

How to configure memory limits in WSL2 Building machine learning models often requires significant computing power. My home desktop, used for side projects and experiments, recently got a RAM upgrade to 32GB, as the previous amount was insufficient. However, after the upgrade, my WSL Linux distribution was still limited to 4GB. This post exp...

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Scratching Your Head Installing Portable Latex

The Error! Acccording to Miketex website you have to Just download the standard installer and rename it to miktex-portable.exe. You start installaton and after few minutes encounter this error: Solution-1: Command Line Installer Download Command Line Installer from miketex site. Unzip and copy the “miktexsetup_standalone.exe” file into the ...

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Linear Regression with Scikit Learn

In previous tutorial we code linear regrassion manually, in this tutorial we will use LinearRegression() function from Scikit-Learn library. Importing required library import matplotlib.pyplot as plt import pandas as pd import seaborn as sns from sklearn.linear_model import LinearRegression Loading Data our simple dataset house price. It has ...

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Classification with iris dataset using Scikit-learn and Tensorflow

Problem The iris data set consists of the physical parameters of three species of flower — Versicolor, Setosa and Virginica. The numeric parameters which the dataset contains are Sepal width, Sepal length, Petal width and Petal length. In this data we will be predicting the classes of the flowers based on these parameters.The data consists of co...

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Linear Regression from scratch

Linear Regression Linear regression is a statistical method that tries to show a relationship between variables. It looks at different data points and plots a trend line. Linear regression attempts to model the relationship between two variables by fitting a linear equation to observed data. One variable is considered to be an explanatory variab...

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Perceptron

Perceptron Invented in 1957 by Frank Rosenblatt at the Cornell Aeronautical Laboratory, a perceptron is the simplest neural network possible: a computational model of a single neuron. A perceptron consists of one or more inputs, a processor, and a single output. Threshold Neuron (McCulloch and Pitt’s neuron) It uses the threshold function i...

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