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Streaming Machine Learning Without a Data Lake

ODSC - Open Data Science

Be sure to check out his talk, “ Apache Kafka for Real-Time Machine Learning Without a Data Lake ,” there! The combination of data streaming and machine learning (ML) enables you to build one scalable, reliable, but also simple infrastructure for all machine learning tasks using the Apache Kafka ecosystem.

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Anomaly detection in streaming time series data with online learning using Amazon Managed Service for Apache Flink

AWS Machine Learning Blog

It initially sources input time series data from Amazon Managed Streaming for Apache Kafka (Amazon MSK) using this live stream for model training. Post-training, the model continues to process incoming data points from the stream. It evaluates these points against the historical trends of the corresponding time series.

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Did Big Data Deliver Business Transformation & Improved CX?

Alation

And where data was available, the ability to access and interpret it proved problematic. Big data can grow too big fast. Left unchecked, data lakes became data swamps. Some data lake implementations required expensive ‘cleansing pumps’ to make them navigable again. Subscribe to Alation's Blog.

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What is Data Ingestion? Understanding the Basics

Pickl AI

From extracting information from databases and spreadsheets to ingesting streaming data from IoT devices and social media platforms, It’s the foundation upon which data-driven initiatives are built. Batch Processing In this method, data is collected over a period and then processed in groups or batches.

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How Netflix Applies Big Data Across Business Verticals: Insights and Strategies

Pickl AI

Introduction Netflix has transformed the entertainment landscape, not just through its vast library of content but also by leveraging Big Data across various business verticals. As a pioneer in the streaming industry, Netflix utilises advanced data analytics to enhance user experience, optimise operations, and drive strategic decisions.

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Introduction to Apache NiFi and Its Architecture

Pickl AI

With its user-friendly interface and robust architecture, NiFi simplifies the complexities of data integration, making it an essential component for modern data-driven enterprises. This blog delves into the fundamentals of Apache NiFi, its architecture, and how it can leverage for effective data flow management.

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Big Data Syllabus: A Comprehensive Overview

Pickl AI

A well-structured syllabus for Big Data encompasses various aspects, including foundational concepts, technologies, data processing techniques, and real-world applications. This blog aims to provide a comprehensive overview of a typical Big Data syllabus, covering essential topics that aspiring data professionals should master.