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Fine-Tuning Large Language Models (LLMs) Using QLoRA

Last Updated: 02 May 2025

Fine-tuning large language models (LLMs) is used for adapting LLM's to specific tasks, improving their accuracy and making them more efficient. However full fine-tuning of...read more

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AI-ML-DS With Python

Reducible Error vs Irreducible Error in Machine Learning

Last Updated: 27 May 2025

There are two types of errors in machine learning model. They are reducible and irreducible error. We cannot reduce the irreducible error as it is caused by factors that a...read more

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Machine Learning

Machine Learning

AI-ML-DS With Python

What is Residual Standard Error

Last Updated: 30 May 2025

Residual Standard Error (RSE) is a measure of the quality of a linear regression model. It shows how much the observed values deviate from the predicted values. In simpler...read more

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Machine Learning

AI-ML-DS With Python

Time Series Embedding

Last Updated: 30 May 2025

Time series embeddings are the numerical representations of time ordered data sequences which are designed to capture essential patterns in a lower dimensional format. The...read more

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Machine Learning

AI-ML-DS With Python

Tokenization vs Embeddings

Last Updated: 03 June 2025

Tokenization and Embeddings are two most fundamental and important concepts in Natural Language processing. Tokenization is a method used to split a huge corpus of data in...read more

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AI-ML-DS With Python

What is Data Imputation

Last Updated: 30 May 2025

Data Imputation is the process of handling missing values or null values in a dataset for the purpose of enhancing efficiency and accuracy in the model training process. T...read more

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Machine Learning

AI-ML-DS With Python

Rolling Regression

Last Updated: 31 May 2025

Rolling Regression is a type of Linear Regression model that is used for analyzing changing relationships among variables over time. It uses a statistical iterative appro...read more

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Machine Learning

AI-ML-DS With Python

Time Series Classification

Last Updated: 31 May 2025

Time Series data is the type of data that is recorded over specific time intervals. Any dataset that stores a separate timestamp, whether date or time, can be considered a...read more

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AI-ML-DS With Python

False Positive Rate

Last Updated: 31 May 2025

False Positive Rate (FPR) refers to the metric to calculate the percentage of incorrect positive predictions made by a machine learning algorithm. It is measured by compar...read more

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Machine Learning

AI-ML-DS With Python

What is Mixture of Experts (MoE)?

Last Updated: 06 June 2025

Mixture of experts (MoE) is amachine learningapproach that divides a machine learning modelinto separate sub networks or experts where each of these experts specialize in ...read more

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AI-ML-DS With Python

Defensive distillation

Last Updated: 05 June 2025

Defensive distillation is a technique aimed at improving the robustness of deep neural networks against adversarial attacks. It involves training a more robust network by ...read more

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AI-ML-DS With Python

Knowledge Distillation

Last Updated: 06 June 2025

Knowledge Distillation is a model compression technique in which a smaller, simpler model (student) is trained to imitate the behavior of a larger, complex model (teacher)...read more

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Machine Learning

AI-ML-DS With Python

What are Small Language Models (SLMs)

Last Updated: 07 June 2025

Small Language Models (SLMs) are natural language processing (NLP) models with relatively fewer parameters (typically millions to a few hundred million) compared to Large ...read more

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Natural-language-processing

AI-ML-DS With Python

Deep Learning for Finance: A comprehensive guide

Last Updated: 06 June 2025

Deep learning is transforming the financial industry by enabling institutions to analyze massive, complex datasets, predict market trends, and manage risk with remarkable ...read more

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AI-ML-DS With Python

TensorFlow Playground : A walkthrough

Last Updated: 09 June 2025

TensorFlow Playground is an interactive web tool that lets users explore neural networks visually. It offers a hands-on interface to adjust neurons, layers, activation fun...read more

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AI-ML-DS With Python

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