Image by Author  Many advanced machine learning models such as random forests or gradient boosting algorithms such as XGBoost, CatBoost, or LightGBM (and even autoencoders!) rely...

Image by Author  Hyperparameter optimization plays a crucial role in determining the performance of a machine learning model. They are one the 3 components of...

Image by Author  XAI is artificial intelligence that allows humans to understand the results and decision-making processes of the model or system. Pre-modeling Explainability Explainable...

Introduction Data science is a rapidly growing field that is changing the way organizations understand and make decisions based on their data. As a result,...

This article was published as a part of the Data Science Blogathon. Here’s a secret, synthetic control methods can solve this problem with utmost...

Introduction Hi everyone! This is the 4th article of the series of data science interview questions. In case you want to revisit the previous ones,...

Time series forecasting is one of the key topics of machine learning. The fact that so many prediction issues have a temporal component makes...

In December 2020, AWS announced the general availability of Amazon SageMaker JumpStart, a capability of Amazon SageMaker that helps you quickly and easily get started with machine learning (ML). JumpStart provides one-click fine-tuning and deployment of a wide variety of pre-trained models across popular ML tasks, as well as a selection of end-to-end solutions that […]

This article was published as a part of the Data Science Blogathon. Introduction In this article, we will be predicting how engaging a video can be at the user level. We have been provided with a dataset that contains that user’s earlier videos engagement score along with their personal information. We will build multiple regression models […]

The post Let’s Find Out How to Make Engaging Videos? appeared first on Analytics Vidhya.

This article was published as a part of the Data Science Blogathon. Introduction Phonepe, Google Pay (Tez) are ubiquitous names in the Indian payment ecosystem and the top two players in the area. According to Phonepe pulse report, it has133 million monthly active users as of July’21. For the Q3-21 quarter, the total transactions were 526.8 Cr […]

The post Guide On Customer Churn: Don’t Just Predict, Prevent it! appeared first on Analytics Vidhya.

There are many great boosting Python libraries for data scientists to reap the benefits of. In this article, the author discusses LightGBM benefits and how they are specific to your data science job.

Paid marketing is getting more complex and competitive as more players are entering the online domain. Knowing how to run ads is not enough...