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Showing posts with label mathematics. Show all posts
Showing posts with label mathematics. Show all posts
Thursday, May 6, 2021

Representation of a Normal Hypothesis Equation for Regressin taking a matrix and inverse of a matrix and a multiplicable vector - short note

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Commutative property on Matrices is not applicable

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Notes on Logistic Regression for Classification - with usage for Email Spam Recognition , Online transaction , detection of cancerous tumour , prediction of threshold values .. note part 2

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Notes on Logistic Regression for Classification - with usage for Email Spam Recognition , Online transaction , detection of cancerous tumour , prediction of threshold values

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Tuesday, May 4, 2021

Short description of Gradient Descent Algorithm for checking convergence of hypothesis and cost functions - short notes with formula

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Notes on Linear Regression with one variable , Cost Function , Objective determination of a regression function , Interpretation and Scenario example

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Monday, May 3, 2021

Linear Regression in One Variable ( Uni-variate ) expression with small short examples - short hand-written summary notes

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Notes on Unsupervised Machine Learning - Handwritten Short Notes and Scenarios

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Notes on Supervised Machine Learning - Handwritten infographic short-points and scenarios

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Monday, April 26, 2021

The Various Categories of Machine Learning Algorithms with their Interpretational learnings

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Machine Learning has the three different flavours depending on the algorithm  and their objectives they serve . One can divide machine learni...

Descending the Right Curve in Machine Learning - A relation to science fiction and science in practice

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 *  Machine Learning may appear as a magic trick to any newcomer to the  discipline - something to expect from any application of advanced s...
Friday, April 23, 2021

Describing the use of Statistics in Machine Learning - A full detailed article on some of the most important concepts in Statistics

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  Describing the use of Statistics * Its important to skim through some of the basic statistical concepts related to probability and sta...
Wednesday, April 21, 2021

An article on - Bayes Theorem application and usage

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  Bayes Theorem application and usage   Instance and example of usage of Bayes Theorem in Maths and Statistics :   P(B|E) = P(E|B)*P...
Tuesday, April 20, 2021

Some Operating cases on Probabilities

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                     Some Operating cases on Probabilities   * It is suggested that operations on probabilities are a bit different from n...
Monday, April 19, 2021

Advanced Matrix Operations – A theoretical view

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                         Advanced Matrix Operations – A theoretical view                ========================================   * O...
Monday, April 12, 2021

Math behind Machine Learning - An introductory article on the usage of mathematics and statistics as the foundation of Machine Learning

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           Math behind Machine Learning   * If one wants to implement existing machine learning algorithms from scratch or if someone wa...
Thursday, April 8, 2021

MapReduce Programming - An introductory article into the concept of MapReduce Programming

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  MapReduce Programming   * A Data Processing problem can be transformed into a MapReduce Model by the usage of MapReduce Programming   ...
Tuesday, March 30, 2021

Working with Data Objects in R

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                                Working with Data Objects in R * Data Objects are the fundamental items that one can work with in R langua...