Article, Modeling and Structured Data

Polish Up your ML model!

Analytics Vidhya

NOVEMBER 20, 2021

This article was published as a part of the Data Science Blogathon. Introduction Image 1 In this article, we will be discussing various ways through which we can polish up or fine-tune our machine learning model. The post Polish Up your ML model! The post Polish Up your ML model!

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How to Achieve High-Accuracy Results When Using LLMs

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Model Risk Management And the Role of Explainable Models(With Python Code)

Analytics Vidhya

DECEMBER 21, 2020

This article was published as a part of the Data Science Blogathon. The post Model Risk Management And the Role of Explainable Models(With Python Code) appeared first on Analytics Vidhya. Photo by h heyerlein on Unsplash Introduction Similar to rule-based mathematical.

Risk Management

Risk Management Risk Modeling Management

Unbundling the Graph in GraphRAG

O'Reilly on Data

NOVEMBER 19, 2024

Reasons for using RAG are clear: large language models (LLMs), which are effectively syntax engines, tend to “hallucinate” by inventing answers from pieces of their training data. Also, in place of expensive retraining or fine-tuning for an LLM, this approach allows for quick data updates at low cost. at Facebook—both from 2020.

Unstructured Data

Unstructured Data Structured Data Statistics Modeling

Building an end-to-end Polynomial Regression Model in R

Analytics Vidhya

NOVEMBER 23, 2021

This article was published as a part of the Data Science Blogathon. Regression analysis is used to solve problems of prediction based on data statistical parameters. In this article, we will look at the use of a polynomial regression model on a simple example using real statistic data.

Modeling

Modeling Statistics Data Science Publishing

Machine Learning Model Deployment using Django

Analytics Vidhya

FEBRUARY 16, 2021

ArticleVideos This article was published as a part of the Data Science Blogathon. The post Machine Learning Model Deployment using Django appeared first on Analytics Vidhya. Pre-requisites Understanding of Machine Learning using Python (sklearn) Basics of Django.

Machine Learning

Quick Hacks To Save Machine Learning Model using Pickle and Joblib

Analytics Vidhya

AUGUST 18, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon TABLE OF CONTENTS Introduction Loading dataset and creating our model Saving. The post Quick Hacks To Save Machine Learning Model using Pickle and Joblib appeared first on Analytics Vidhya.

Machine Learning

Introduction to Linear Predictive Models – Part 2

Analytics Vidhya

JULY 30, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Welcome readers to Part 2 of the Linear predictive model series. The post Introduction to Linear Predictive Models – Part 2 appeared first on Analytics Vidhya.

Predictive Modeling Modeling Data Science Publishing

Train Machine Learning Models Using CPU Multi Cores

Analytics Vidhya

APRIL 30, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon. The post Train Machine Learning Models Using CPU Multi Cores appeared first on Analytics Vidhya. Overview introduction reduce execution time dataset reading dataset handling categorical.

Machine Learning

Car Price Prediction System : Build and Deploy a Machine Learning Model

Analytics Vidhya

MAY 23, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction Machine Learning is a field of technology developing with immense. The post Car Price Prediction System : Build and Deploy a Machine Learning Model appeared first on Analytics Vidhya.

Machine Learning

AlgoTrading using Technical Indicator and ML models

Analytics Vidhya

JANUARY 11, 2021

ArticleVideos This article was published as a part of the Data Science Blogathon. The post AlgoTrading using Technical Indicator and ML models appeared first on Analytics Vidhya. Introduction Many times we wonder if predictive analytics has the.

Modeling

Modeling Predictive Analytics Data Science Publishing

Validation of Classification Model

Analytics Vidhya

JANUARY 11, 2021

ArticleVideos This article was published as a part of the Data Science Blogathon. Introduction The main objectives of a model validation include the testing. The post Validation of Classification Model appeared first on Analytics Vidhya.

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Modeling Testing Data Science Publishing

Q-Q plot – Ensure Your ML Model is Based on the Right Distribution

Analytics Vidhya

SEPTEMBER 6, 2021

This article was published as a part of the Data Science Blogathon Introduction Q-Q plots are also known as Quantile-Quantile plots. The post Q-Q plot – Ensure Your ML Model is Based on the Right Distribution appeared first on Analytics Vidhya.

Modeling

Performance Comparision of Regularized and Unregularized Regression Models

Analytics Vidhya

AUGUST 3, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction Regularization came out to be an essential technique for reducing. The post Performance Comparision of Regularized and Unregularized Regression Models appeared first on Analytics Vidhya.

Modeling

Welcome to Pywedge – A Fast Guide to Preprocess and Build Baseline Models

Analytics Vidhya

OCTOBER 9, 2020

This article was published as a part of the Data Science Blogathon. Introduction The machine learning process involves various stages such as, Data Preparation. The post Welcome to Pywedge – A Fast Guide to Preprocess and Build Baseline Models appeared first on Analytics Vidhya.

Modeling

Performance Comparision of Tuned and Untuned Classification Models

Analytics Vidhya

JUNE 23, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Hyperparameters for a model can be chosen using several techniques such. The post Performance Comparision of Tuned and Untuned Classification Models appeared first on Analytics Vidhya.

Modeling

Unveiling the Black Box model using Explainable AI(Lime, Shap) Industry use case.

Analytics Vidhya

OCTOBER 24, 2020

This article was published as a part of the Data Science Blogathon. Introduction This Article Covers the use of an Explainable AI framework(Lime, Shap). The post Unveiling the Black Box model using Explainable AI(Lime, Shap) Industry use case. appeared first on Analytics Vidhya.

Modeling

“I GOT YOUR BACK” – Cross validation to Models.

Analytics Vidhya

MAY 24, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon I started learning machine learning recently and I think cross-validation is. The post “I GOT YOUR BACK” – Cross validation to Models. appeared first on Analytics Vidhya.

Modeling

Build Interactive Models With R Shiny!

Analytics Vidhya

MAY 19, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Everything is going to be connected to cloud and data… The post Build Interactive Models With R Shiny! appeared first on Analytics Vidhya.

Interactive

Interactive Modeling Data Science Publishing

Part 3: Topic Modeling and Latent Dirichlet Allocation (LDA) using Gensim and Sklearn

Analytics Vidhya

JUNE 29, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Overview In the previous two installments, we had understood in detail. The post Part 3: Topic Modeling and Latent Dirichlet Allocation (LDA) using Gensim and Sklearn appeared first on Analytics Vidhya.

Modeling

Modelling stock price using financial ratios and its applications to make buy/sell/hold decisions

Analytics Vidhya

FEBRUARY 4, 2021

ArticleVideos This article was published as a part of the Data Science Blogathon. The post Modelling stock price using financial ratios and its applications to make buy/sell/hold decisions appeared first on Analytics Vidhya. INTRODUCTION Stock prediction is the act of forecasting the future value.

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Modeling Forecasting IT Data Science

Tutorial to data preparation for training machine learning model

Analytics Vidhya

DECEMBER 18, 2020

This article was published as a part of the Data Science Blogathon. The post Tutorial to data preparation for training machine learning model appeared first on Analytics Vidhya. Introduction It happens quite often that we do not have all the.

Machine Learning

A Quick Guide to Error Analysis for Machine Learning Classification Models

Analytics Vidhya

AUGUST 16, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Let’s start with the basics… What are the objectives an ML. The post A Quick Guide to Error Analysis for Machine Learning Classification Models appeared first on Analytics Vidhya.

Machine Learning

Demystifying Model Interpretation using ELI5

Analytics Vidhya

NOVEMBER 9, 2020

This article was published as a part of the Data Science Blogathon. Introduction Most of the machine learning and artificial intelligence models are popularly. The post Demystifying Model Interpretation using ELI5 appeared first on Analytics Vidhya.

Modeling

Creating Linear Model, It’s Equation and Visualization for Analysis

Analytics Vidhya

NOVEMBER 25, 2020

This article was published as a part of the Data Science Blogathon. The post Creating Linear Model, It’s Equation and Visualization for Analysis appeared first on Analytics Vidhya. Introduction Have you ever been tasked with visualizing the relationship between each.

Visualization

Visualization Modeling Data Science Publishing

How to create a Stroke Prediction Model?

Analytics Vidhya

MAY 24, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon INTRODUCTION: Stroke is a medical condition that can lead to the. The post How to create a Stroke Prediction Model? appeared first on Analytics Vidhya.

Predictive Modeling Modeling Data Science Publishing

Automated Spam E-mail Detection Model(Using common NLP tasks)

Analytics Vidhya

JUNE 29, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Hope you all are doing Good !!! The post Automated Spam E-mail Detection Model(Using common NLP tasks) appeared first on Analytics Vidhya. Welcome to my blog!

Modeling

Writing a CSV File with Scala and Using it to Create a Machine Learning Model

Analytics Vidhya

NOVEMBER 8, 2020

This article was published as a part of the Data Science Blogathon. The post Writing a CSV File with Scala and Using it to Create a Machine Learning Model appeared first on Analytics Vidhya. Introduction Scala is difficult to learn, true, but it’s worth the hard.

Machine Learning

Machine Learning Modeling IT Data Science

App Building And Deployment of a Predictive Model Using Flask and AWS

Analytics Vidhya

JUNE 20, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Objective An app is to be developed to determine whether an. The post App Building And Deployment of a Predictive Model Using Flask and AWS appeared first on Analytics Vidhya.

Predictive Modeling Modeling Data Science Publishing

4 Ways to Evaluate your Machine Learning Model: Cross-Validation Techniques (with Python code)

Analytics Vidhya

MAY 21, 2021

ArticleVideo Book This article was published as a part of the Data Science Blogathon Introduction Whenever we build any machine learning model, we feed it. The post 4 Ways to Evaluate your Machine Learning Model: Cross-Validation Techniques (with Python code) appeared first on Analytics Vidhya.

Machine Learning

ML Interpretability using LIME in R

Analytics Vidhya

JANUARY 18, 2021

ArticleVideos Overview Merely building the model is not enough without stakeholders not being to interpret the outputs of your model In this article, understand. The post ML Interpretability using LIME in R appeared first on Analytics Vidhya.

Modeling

Modeling Analytics Structured Data Machine Learning

How to Create an ARIMA Model for Time Series Forecasting in Python

Analytics Vidhya

OCTOBER 28, 2020

This article was published as a part of the Data Science Blogathon. The post How to Create an ARIMA Model for Time Series Forecasting in Python appeared first on Analytics Vidhya. Introduction A popular and widely used statistical method for time series forecasting.

Forecasting

Forecasting Modeling Statistics Data Science

Web Traffic Forecasting Using Deep Learning

Analytics Vidhya

SEPTEMBER 9, 2021

This article was published as a part of the Data Science Blogathon Introduction Hello everyone, in this article we will pick the use case of sequence modelling, which is time series forecasting. Time series is all around us from predicting sales to predicting traffic and more.

Deep Learning

Deep Learning Forecasting Sales Data Science

Building Sales Prediction Web Application using Machine Learning Dataset

Analytics Vidhya

AUGUST 10, 2020

Introduction There are a lot of resources on the internet about finding insights and training models on machine learning datasets however very few articles. The post Building Sales Prediction Web Application using Machine Learning Dataset appeared first on Analytics Vidhya.

Machine Learning

Machine Learning Sales Modeling Analytics

Beyond the hype: Do you really need an LLM for your data?

CIO Business Intelligence

FEBRUARY 6, 2025

This article reflects some of what Ive learned. The hype around large language models (LLMs) is undeniable. They promise to revolutionize how we interact with data, generating human-quality text, understanding natural language and transforming data in ways we never thought possible. Theyre impressive, no doubt.

Unstructured Data

Unstructured Data Manufacturing Data Governance Sales

Everything You Need to Know about LIME

Analytics Vidhya

JULY 17, 2022

This article was published as a part of the Data Science Blogathon. Why does a Machine Learning Model need to be interpretable? In this article, I will walk you through one technique that makes any machine learning model interpretable. The […].

Machine Learning

Machine Learning Data Science Publishing Modeling

Improve your Predictive Model’s Score using a Stacking Regressor

Analytics Vidhya

DECEMBER 3, 2020

This article was published as a part of the Data Science Blogathon. The post Improve your Predictive Model’s Score using a Stacking Regressor appeared first on Analytics Vidhya. Introduction The general principle of ensembling is to combine the predictions of various.