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Alink

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DataFunSummit
DataFunSummit
Nov 27, 2023 · Artificial Intelligence

Online Learning with Alink Model Flow: From Fundamentals to Model Flow 1.0 and 2.0

This article introduces Alibaba's Alink platform and its online learning capabilities, discusses common challenges in machine‑learning pipelines, explains Alink’s algorithm‑to‑application connection, various computation modes, usage methods, and details the evolution from Model Flow 1.0 to the more versatile Model Flow 2.0, including pipeline integration, incremental training, and embedding prediction services.

AlinkFlinkMachine Learning
0 likes · 9 min read
Online Learning with Alink Model Flow: From Fundamentals to Model Flow 1.0 and 2.0
DataFunTalk
DataFunTalk
Nov 17, 2020 · Artificial Intelligence

Alink: A Flink‑Based Machine Learning Platform – Overview, Features, and Quick‑Start Guide

This article introduces Alink, Alibaba's open‑source machine‑learning platform built on Flink, explains its core algorithms, performance comparison with Spark ML, version‑wise feature evolution, and provides practical quick‑start instructions for both Java (Maven) and Python (PyAlink) users, including data source handling, type conversion components, unified file‑system operations, and an overview of its FM algorithm implementation.

AlinkBatch ProcessingFactorization Machines
0 likes · 13 min read
Alink: A Flink‑Based Machine Learning Platform – Overview, Features, and Quick‑Start Guide
DataFunSummit
DataFunSummit
Nov 10, 2020 · Artificial Intelligence

Alink: An Open‑Source Machine Learning Platform on Flink – Features, Performance, and Quick‑Start Guide

This article introduces Alink, Alibaba's open‑source machine‑learning platform built on Flink, detailing its core algorithms, performance advantages over Spark ML, version evolution, Maven and PyAlink installation steps, data‑source integrations, FM algorithm support, and unified file‑system operations for both batch and streaming workloads.

AlinkData ProcessingFlink
0 likes · 11 min read
Alink: An Open‑Source Machine Learning Platform on Flink – Features, Performance, and Quick‑Start Guide