Optimized media, analytics and graphics software stack images. Use the dockerfile(s) in your project or as a recipe book for bare metal installation.

The shared repository for Media Cloud web apps (Explorer, Source Manager, Topic Mapper)

HonestyMeter: An NLP-powered framework for evaluating objectivity and bias in media content, detecting manipulative techniques, and providing actionable feedback.

Code that drives the public web-based tools for the Media Cloud Online News Archive and Directory.

Predicting online news popularity using New York Times articles in 2020

This project focuses on Quarterly Revenue Forecasting across three media platforms.

This repository contains a project that analyzes the impact of media advertising 📺📻📰 on sales 💸 using SQL for data processing and Tableau for interactive dashboards 📊. The dashboard visualizes how advertising spend influences sales and helps optimize marketing ROI 📈.

news extraction automation tool

ProMedia Insight Hub is an AI-powered media analytics dashboard for managing, analyzing, and extracting strategic insights from news data in a modern and efficient way.

Google News data extraction tool

Movie market trend analysis using Apache PySpark and Databricks — revenue patterns, genre performance, and ratings across 1000 IMDB films (2006–2016)

Streaming algorithms suffer from "Blockbuster Bias"—they push expensive hits while high-quality content gets buried.

Real-time analytics pipeline: Kafka → Spark Streaming → Delta Lake (MinIO) + ClickHouse. Includes ML models for churn, recommendations, and conversion prediction. Production-ready with CI/CD, data governance, and terabyte-scale architecture.

Jupyter Notebook dedicated to the detailed analysis of the Netflix movies and tv shows using the R programming language

Automated ETL pipeline for Disney theatrical ad performance (Prisma, Innovid, GCM360)

Exploratory analysis of Amazon Prime Video’s global catalog, highlighting trends in content distribution, genres, audience ratings, and release patterns using a Kaggle dataset.

A Power BI dashboard analyzing Netflix content across genres, maturity ratings, release patterns, and actor/director popularity. Includes interactive filters and year-wise content trends.

Analyzes streaming film efficiency by normalizing inconsistent performance metrics across major platforms. Introduces an Efficiency Score to compare audience reach per dollar spent, revealing a consistent mid-budget sweet spot and acquisition advantage in the modern streaming landscape.

scrape abc news articles automatically

ABC news article scraping