Analytics Vidhya

FEBRUARY 1, 2023

The amount of data is insufficient until it does not reflect or we cannot find meaningful information that can drive business […] The post Building Customer Churn Prediction Model With Imbalance Dataset appeared first on Analytics Vidhya.

Predictive Modeling 307

Predictive Modeling Modeling Analytics IT 307

Analytics Vidhya

JUNE 1, 2023

Introduction Cricket embraces data analytics for strategic advantage. With franchise leagues like IPL and BBL, teams rely on statistical models and tools for competitive edge. This article explores how data analytics optimizes strategies by leveraging player performances and opposition weaknesses.

Predictive Modeling 291

Predictive Modeling Modeling Statistics Optimization 291

Analytics Vidhya

JUNE 21, 2020

Overview You can perform predictive modeling in Excel in just a few steps Here’s a step-by-step tutorial on how to build a linear regression. The post Predictive Modeling in Excel – How to Create a Linear Regression Model from Scratch appeared first on Analytics Vidhya.

Predictive Modeling 298

Predictive Modeling Modeling Analytics Business Analytics 298

Analytics Vidhya

MAY 24, 2021

The post How to create a Stroke Prediction Model? appeared first on Analytics Vidhya. 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.

Predictive Modeling 271

Predictive Modeling Modeling Data Science Publishing 271

Analytics Vidhya

JUNE 20, 2021

The post App Building And Deployment of a Predictive Model Using Flask and AWS appeared first on Analytics Vidhya. 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.

Predictive Modeling 245

Predictive Modeling Modeling Data Science Publishing 245

Analytics Vidhya

NOVEMBER 23, 2024

Regardless of the cause, these gaps can significantly impact your analysis’s or predictive models’ quality and accuracy. […] The post How to Use Pandas fillna() for Data Imputation? appeared first on Analytics Vidhya.

Predictive Modeling 208

Predictive Modeling Machine Learning Data Collection Modeling 208

Analytics Vidhya

JUNE 29, 2021

ArticleVideo Book Introduction: In this article, I will be implementing a predictive model on Rain Dataset to predict whether or not it will rain. The post Predictive Modelling | Rain Prediction in Australia With Python. appeared first on Analytics Vidhya.

Predictive Modeling 190

Predictive Modeling Modeling Analytics IT 190

David Menninger's Analyst Perspectives

JANUARY 15, 2025

So, it is essential to incorporate external data in forecasting, planning and budgeting, especially for predictive analytics and machine learning to support artificial intelligence. It is also essential for the effective application of AI using ML for business-focused planning and budgeting and predictive analytics.

Predictive Modeling 130

Predictive Modeling Forecasting Predictive Analytics Statistics 130

Analytics Vidhya

DECEMBER 3, 2020

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

Predictive Modeling 386

Predictive Modeling Data Science Publishing Modeling 386

Analytics Vidhya

JANUARY 15, 2022

Overview The core of the data science project is data & using it to build predictive models and everyone is excited and focused on building an ML model that would give us a near-perfect result mimicking the real-world business scenario. The post Overview of MLOps With Open Source Tools appeared first on Analytics Vidhya.

Predictive Modeling 396

Predictive Modeling Data Science Publishing Modeling 396

Analytics Vidhya

AUGUST 1, 2022

What is equally important here is the ability to communicate the data and insights from your predictive models through reports and dashboards. The post Building your First Power BI Report from Scratch appeared first on Analytics Vidhya. PowerBI is used for Business intelligence. And […].

Reporting 389

Reporting Predictive Modeling Dashboards Business Intelligence 389

Analytics Vidhya

MAY 13, 2022

Introduction on AutoKeras Automated Machine Learning (AutoML) is a computerised way of determining the best combination of data preparation, model, and hyperparameters for a predictive modelling task. The AutoML model aims to automate all actions which require more time, such as algorithm selection, […].

Predictive Modeling 366

Predictive Modeling Machine Learning Data Science Publishing 366

Analytics Vidhya

DECEMBER 4, 2022

Source: Canva Introduction The real-world data can be very messy and skewed, which can mess up the effectiveness of the predictive model if it is not addressed correctly and in time. The consequences of skewness become more pronounced when a large model is […].

Predictive Modeling 372

Predictive Modeling Data Science Publishing Modeling 372

Analytics Vidhya

MARCH 10, 2021

ArticleVideo Book Introduction Ensembling is nothing but the technique to combine several individual predictive models to come up with the final predictive model. The post Basic Ensemble Techniques in Machine Learning appeared first on Analytics Vidhya.

Machine Learning 307

Machine Learning Predictive Modeling Modeling Analytics 307

Analytics Vidhya

JANUARY 29, 2024

Introduction Machine learning has revolutionized the field of data analysis and predictive modelling. With the help of machine learning libraries, developers and data scientists can easily implement complex algorithms and models without writing extensive code from scratch.

Machine Learning 354

Machine Learning Predictive Modeling Modeling Analytics 354

Analytics Vidhya

JUNE 17, 2023

Data science for marketing is a discipline that combines statistical analysis, machine learning, and predictive modeling to extract meaningful patterns […] The post How to Use Data Science for Marketing? appeared first on Analytics Vidhya.

Data Science 330

Data Science Marketing Predictive Modeling Statistics 330

Analytics Vidhya

JUNE 26, 2024

Introduction In the field of machine learning, developing robust and accurate predictive models is a primary objective. Ensemble learning techniques excel at enhancing model performance, with bagging, short for bootstrap aggregating, playing a crucial role in reducing variance and improving model stability.

Machine Learning 305

Machine Learning Predictive Modeling Modeling Analytics 305

Analytics Vidhya

MAY 26, 2023

Imagine diving into the details of data analysis, predictive modeling, and ML. Before you decide […] The post Data Science Subjects and Syllabus [Latest Topics Included] appeared first on Analytics Vidhya. Envision yourself unraveling the insights and patterns for making informed decisions that shape the future.

Data Science 320

Data Science Predictive Modeling Modeling Technology 320

Analytics Vidhya

MARCH 22, 2022

Introduction Feature analysis is an important step in building any predictive model. The post Bivariate Feature Analysis in Python appeared first on Analytics Vidhya. It helps us in understanding the relationship between dependent and independent variables.

Predictive Modeling 333

Predictive Modeling Data Science Publishing Modeling 333

David Menninger's Analyst Perspectives

SEPTEMBER 16, 2021

Rapidminer is a visual enterprise data science platform that includes data extraction, data mining, deep learning, artificial intelligence and machine learning (AI/ML) and predictive analytics. It can support AI/ML processes with data preparation, model validation, results visualization and model optimization.

Data Science 341

Data Science Data Lake Data mining Deep Learning 341

Analytics Vidhya

DECEMBER 6, 2023

emerges as a formidable tool in predictive modelling, enhancing machine learning with improved efficiency and accuracy. AI’s New Frontiers appeared first on Analytics Vidhya. Alongside, xgboost 2.0 This article leads to the capabilities and applications of GPT-4 and xgboost 2.0,

Predictive Modeling 329

Predictive Modeling Machine Learning Modeling Analytics 329

Analytics Vidhya

MARCH 5, 2023

And our goal is to create a predictive model, such as Logistic Regression, etc. so that when we give the characteristics of a candidate, the model can predict whether they will recruit. Introduction In this project, we will be focusing on data from India.

Predictive Modeling 337

Predictive Modeling Strategy Modeling Analytics 337

Analytics Vidhya

OCTOBER 12, 2020

Introduction Machine learning is about building a predictive model using historical data. The post Quick Guide to Evaluation Metrics for Supervised and Unsupervised Machine Learning appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon.

Machine Learning 308

Machine Learning Metrics Predictive Modeling Data Science 308

Analytics Vidhya

FEBRUARY 25, 2023

Introduction Often while working on predictive modeling, it is a common observation that most of the time model has good accuracy for the training data and lesser accuracy for the test data.

Predictive Modeling 315

Predictive Modeling Testing Machine Learning Modeling 315

Analytics Vidhya

MAY 2, 2019

Introduction What is one of the most important and core concepts of statistics that enables us to do predictive modeling, and yet it often. The post Statistics 101: Introduction to the Central Limit Theorem (with implementation in R) appeared first on Analytics Vidhya.

Statistics 300

Statistics Predictive Modeling Modeling Analytics 300

Analytics Vidhya

JULY 2, 2023

Everything from data-driven decision-making to scientific discoveries to predictive modeling depends on our potential to disentangle the hidden connections and patterns within complex datasets. appeared first on Analytics Vidhya.

Statistics 303

Statistics Predictive Modeling Data-driven Modeling 303

Analytics Vidhya

FEBRUARY 4, 2022

Introduction In this article, we are going to solve the Loan Approval Prediction Hackathon hosted by Analytics Vidhya. classification refers to a predictive modeling problem where a class label is predicted for a given example of […].

Machine Learning 292

Machine Learning Predictive Modeling Data Processing Modeling 292

Analytics Vidhya

DECEMBER 22, 2022

We have various Machine Learning algorithms to build predictive models. The post Ultimate Guide To Boosting Algorithms appeared first on Analytics Vidhya. This article will cover all you need to know about boosting algorithms. We choose the boosting algorithms based […].

Predictive Modeling 292

Predictive Modeling Machine Learning Data Science Modeling 292

Smart Data Collective

SEPTEMBER 16, 2020

Predictive analytics, sometimes referred to as big data analytics, relies on aspects of data mining as well as algorithms to develop predictive models. These predictive models can be used by enterprise marketers to more effectively develop predictions of future user behaviors based on the sourced historical data.

Predictive Analytics 139

Predictive Analytics Analytics Predictive Modeling Data mining 139

Analytics Vidhya

JULY 25, 2022

Machine Learning is the method of teaching computer programs to do a specific task accurately (essentially a prediction) by training a predictive model using various statistical algorithms leveraging data. The post Machine Learning Paradigms with Example appeared first on Analytics Vidhya. Source: [link] For […].

Machine Learning 271

Machine Learning Predictive Modeling Statistics Data Science 271

Analytics Vidhya

DECEMBER 9, 2020

Introduction While trying to make a better predictive model, we come across. The post Out-of-Bag (OOB) Score in the Random Forest Algorithm appeared first on Analytics Vidhya. This article was published as a part of the Data Science Blogathon.

Predictive Modeling 261

Predictive Modeling Data Science Publishing Modeling 261

datapine

MARCH 25, 2022

1) What Is Business Intelligence And Analytics? If someone puts you on the spot, could you tell him/her what the difference between business intelligence and analytics is? We already saw earlier this year the benefits of Business Intelligence and Business Analytics. What Is Business Intelligence And Analytics?

Business Intelligence 264

Business Intelligence Analytics Statistics Dashboards 264

Analytics Vidhya

MARCH 20, 2021

Introduction Some time back, I was making the predictive model. The post STANDARDIZED VS UNSTANDARDIZED REGRESSION COEFFICIENT appeared first on Analytics Vidhya. ArticleVideo Book This article was published as a part of the Data Science Blogathon.

Predictive Modeling 249

Predictive Modeling Data Science Publishing Modeling 249

CIO Business Intelligence

FEBRUARY 10, 2023

Predictive analytics definition Predictive analytics is a category of data analytics aimed at making predictions about future outcomes based on historical data and analytics techniques such as statistical modeling and machine learning. from 2022 to 2028.

Predictive Analytics 145

Predictive Analytics Analytics Predictive Modeling Forecasting 145

Rocket-Powered Data Science

JULY 13, 2023

Beyond the early days of data collection, where data was acquired primarily to measure what had happened (descriptive) or why something is happening (diagnostic), data collection now drives predictive models (forecasting the future) and prescriptive models (optimizing for “a better future”).

Analytics 167

Analytics Machine Learning Data Science Data Collection 167

Smart Data Collective

MARCH 3, 2021

The legal sector is still in its infancy when it comes to big data and analytics. Lawyers and law experts are trying to figure it out, and consternation continues to shadow some corners because not everyone can quite understand what analytics is and how it can improve the personal injury law industry.

Analytics 133

Analytics Big Data Predictive Modeling Insurance 133

CIO Business Intelligence

JULY 5, 2022

What is business analytics? Business analytics is the practical application of statistical analysis and technologies on business data to identify and anticipate trends and predict business outcomes. What are the benefits of business analytics? What is the difference between business analytics and data analytics?

Business Analytics 136

Business Analytics Prescriptive Analytics Data mining Diagnostic Analytics 136