Big Data – The TechBriefs

A Coding Guide to Build a Complete Single Cell RNA Sequencing Analysis Pipeline Using Scanpy for Clustering Visualization and Cell Type Annotation

In this tutorial, we build a complete pipeline for single-cell RNA sequencing analysis using Scanpy. We start by installing the […]

Beyond Accuracy: Quantifying the Production Fragility Caused by Excessive, Redundant, and Low-Signal Features in Regression

At first glance, adding more features to a model seems like an obvious way to improve performance. If a model […]

Why the right data foundation is essential to unlock AI potential [Q&A]

As AI use continues to grow it’s becoming increasingly clear that the real competitive advantage isn’t just in the models, […]

How to Build an Advanced, Interactive Exploratory Data Analysis Workflow Using PyGWalker and Feature-Engineered Data

In this tutorial, we demonstrate how to move beyond static, code-heavy charts and build a genuinely interactive exploratory data analysis […]

‘Data activation gap’ is holding back enterprise decision making

Businesses rely on data, but it’s only of use if it can be accessed when and where it’s needed. A […]

How to Build Portable, In-Database Feature Engineering Pipelines with Ibis Using Lazy Python APIs and DuckDB Execution

In this tutorial, we demonstrate how we use Ibis to build a portable, in-database feature engineering pipeline that looks and […]

Why keeping old customer records could cost millions [Q&A]

The modern world thrives on data, but what happens when that data has outlived its usefulness? Legacy data can become […]

Why concentrating data in AI models demands greater vigilance [Q&A]

Data that was once scattered across sprawling systems and silos — providing natural obstacles to attackers — is now concentrated […]

How to Build an End-to-End Data Engineering and Machine Learning Pipeline with Apache Spark and PySpark

In this tutorial, we explore how to harness Apache Spark’s techniques using PySpark directly in Google Colab. We begin by […]

A Coding Implementation to Build a Unified Tool Orchestration Framework from Documentation to Automated Pipelines

In this tutorial, we build a compact, efficient framework that demonstrates how to convert tool documentation into standardized, callable interfaces, […]