Matrix

Learn how to Interpret Matrix Expressions — Transformations

Let’s return to the matrixand apply the transformation to a couple of sample points.At first glance, it’s not obvious that one transformation reverses the results of the opposite.Nevertheless, in these plots, you may notice...

Heatmap for Confusion Matrix in Python

One image might be value 1000's of words.A confusion matrix is a convenient solution to present the forms of mistakes a machine learning mode makes. It's an N by N grid with numbers, where...

LoRa, QLoRA and QA-LoRA: Efficient Adaptability in Large Language Models Through Low-Rank Matrix Factorization

Large Language Models (LLMs) have carved a singular area of interest, offering unparalleled capabilities in understanding and generating human-like text. The facility of LLMs might be traced back to their enormous size, often having...

Demystifying Topic Modeling Techniques in NLP Introduction Different Methods of Topic Modeling 01. Latent Dirirchlet Allocation (LDA) Implementation in Python: 02. Latent Semantic Evaluation 03. Non Negative Matrix Factorization 04. Parallel...

Welcome to this insightful article where we'll delve into the fascinating world of topic modeling. We’ll uncover the true essence of topic modeling, explore its inner workings, and discover why it has turn out...

Non-Negative Matrix Factorization (NMF) for Dimensionality Reduction in Image Data

Discussing theory and implementation with Python and Scikit-learnYou may’t break the non-negativity constraint when running non-negative matrix factorization (NMF). The feature matrix should all the time contain non-negative elements.

The Matrix Algebra of Linear Regression

Looking under the hood on the matrix operations behind linear regression11 min read·12 hours agoFitted ValuesWe've got now used some linear algebra to seek out the best-fitting parameters for a straightforward linear regression model....

Recommender System: Collaborative Filtering with Matrix Factorization

Explanation of Recommendations through Matrix Factorization Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets: History and Context. ACM Transactions on Interactive Intelligent Systems (TiiS) 5, 4: 19:1–19:19. https://doi.org/10.1145/2827872

How A Good Data Scientist Looks At Matrix Multiplication Introduction: 1. Dot Products of Rows and Columns: 2. Linear Combination of Columns: 3. Linear Combination of Rows: 4. Sum...

4 other ways to have a look at itMatrix AB is a sum of p rank-1 matrices of size mxn, where the i_th matrix (amongst p) is the results of multiplying column-i of A...

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