Comprehensive Big Data Learning Path and Resource Guide
This article presents a detailed learning roadmap for aspiring big‑data experts, covering foundational programming languages, data structures, Linux basics, databases, distributed system theory, and essential frameworks such as Hadoop, Spark, Flink, Kafka, and provides curated B‑site video links and reference materials.
Introduction
The author shares a personal learning journey and introduces a series of curated video resources to help readers become big‑data experts.
Fundamentals
Programming Language Basics
Recommended Java (with Scala) and Python videos, including "Java Basics to Advanced – Song Hongkang" and "Comprehensive Java Zero‑Base Tutorial (with 100 Java questions)".
Data Structures
Suggested courses such as "Data Structures – Zhejiang University" and "Data Structures and Algorithms (Xiao Jia Yu)".
Linux Basics
Key Linux tutorials: "The Best Linux Video Course – Brothers United" and "Linux Tutorial (Millions of Learners)".
Database Basics
MySQL introductory and advanced videos: "MySQL Basics + Advanced" and "MySQL Latest Easy‑to‑Understand Tutorial".
Computer Science Foundations
Operating Systems
Courses from Tsinghua, Harbin Institute of Technology, and other platforms.
Algorithms
Public courses by Chen Yue & He Yingqin and Java algorithm videos.
Computer Networks
Resources from Harbin Institute of Technology and USTC.
Computer Architecture
Harbin Institute of Technology courses covering fundamentals.
Distributed System Theory
Outline covering clusters, load balancing, consistency, 2PC/3PC, CAP theorem, time synchronization, Paxos, Raft, Zab, election, lease, distributed locks, transactions, and ID generators.
Netty and Network Communication
Video tutorial: "Netty Video Course".
Frameworks
Hadoop
Introductory and advanced tutorials for Hadoop 2.x and 3.x.
Hive
Hive 3.1.2 tutorial and an advanced Hive course.
HBase
Beginner tutorial and the book "HBase Principles and Practice".
Kafka
Quick start video and a comprehensive Kafka tutorial collection.
Spark
From beginner to advanced Spark tutorials, including Spark 3.x updates.
Flink
Java version Flink tutorial and Flink SQL video.
Project Practice
Project‑level courses covering big‑data e‑commerce data warehouses, real‑time data warehouse on Alibaba Cloud, and versioned implementations.
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Big Data Technology & Architecture
Wang Zhiwu, a big data expert, dedicated to sharing big data technology.
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