B-trees Courses and Certifications

AnalystPrep

Machine Learning and Prediction: Decision Trees to Neural Networks - Part B

Master advanced machine learning techniques for FRM exam preparation, covering decision trees, neural networks, and predictive modeling performance evaluation methods.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Data Structures and Algorithm Design Part II

Learn the basics of data structures and methods to design algorithms and analyze their performance.

• XuetangX
• Self-Paced
• Free Online Course

IGNOU;  Chhattisgarh Swami Vivekanand Technical University

Data Structure using C Programming

Learn essential data structures in C, from arrays to graphs, with hands-on implementation and analysis of algorithms for efficient programming and problem-solving skills.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Databases In-Depth - Complete Course on Database Architecture and Optimization

Master database architecture, optimization, and SQLite internals for efficient data system management and performance enhancement.

• freeCodeCamp
• 3 hours 41 minutes
• Self-Paced
• Free Video

The Case for Learned Index Structures

Exploring learned index structures as alternatives to traditional database indexes, offering potential improvements in speed and memory efficiency for data retrieval and management.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

CMU Database Group

Introduction to Database Systems - Fall 2024

Master database fundamentals from CMU covering SQL, storage, indexing, query optimization, concurrency control, recovery, and distributed systems with industry talks.

• YouTube
• 1 day 9 hours 54 minutes
• Self-Paced
• Free Video

Hussein Nasser

MongoDB Internal Architecture

Explore MongoDB's internal architecture evolution, focusing on document storage, retrieval, and index representation. Gain insights into efficient data management and database system fundamentals.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Hussein Nasser

B-Tree vs B+ Tree in Database Systems

Explore B-tree and B+ tree data structures in database systems, comparing their advantages, limitations, and real-world applications like MongoDB's index implementation challenges.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Hussein Nasser

How Discord Stores Trillions of Messages - Deep Dive

Explore Discord's journey from Cassandra to ScyllaDB, optimizing database performance for trillions of messages. Learn about distributed systems, data structures, and architectural improvements.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Strange Loop Conference

Exotic Functional Data Structures - Hitchhiker Trees

Explore functional data structures, B-trees, and fractal trees, leading to the innovative Hitchhiker tree for efficient, scalable, and persistent off-heap data storage in functional programming.

• YouTube
• 41 minutes
• Self-Paced
• Conference Talk

CMU Database Group

Introduction to Database Systems - Fall 2025

Master database fundamentals from storage and indexing to query optimization, concurrency control, and distributed systems through CMU's comprehensive curriculum.

• YouTube
• 1 day 9 hours 43 minutes
• Self-Paced
• Free Video

UofU Data Science

Database Systems - Spring 2020

Master database fundamentals through comprehensive lectures covering SQL, transactions, indexing, security, testing, and performance optimization techniques.

• YouTube
• 1 day 5 hours 8 minutes
• Self-Paced
• Free Video

GOTO Conferences

In Browser Code Editing

Explore advanced JavaScript-based text editors and learn techniques for implementing CodeMirror, a powerful in-browser code editing tool, with insights from its creator.

• YouTube
• 52 minutes
• Self-Paced
• Conference Talk

Future of FoundationDB Storage Engines

Explore FoundationDB's storage engine, its distributed architecture requirements, and a new design offering higher write throughput, smaller space footprint, and configurable long-running read transactions.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

Google TechTalks

Concurrent Self-Adjusting Data Structures - Challenges and Solutions

Explore self-adjusting data structures and their concurrent implementations, focusing on SplayTree, CBTree, and Splay-List. Learn about efficient lazy rebuilding for multi-way structures like B-tree and IST.

• YouTube
• 48 minutes
• Self-Paced
• Free Video