Compression Algorithms Courses and Certifications

Churchill CompSci Talks

Methods for Lossless Data Compression

Explore lossless data compression techniques, including Arithmetic Coding and Prediction By Partial Matching, to efficiently reduce data storage and transport costs in modern computing.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Open Compute Project

Data Compression for AI

Discover how Meta's novel data compression library delivers superior ratios and speeds for AI workloads, outperforming existing tools like Zstandard in this 17-minute summit talk.

• YouTube
• 17 minutes
• On-Demand
• Free Video

DSDSD - Dutch Seminar on Data Systems Design

C3: Compressing Correlated Columns - A Framework for Multi-Column Data Compression

Discover how C3 framework revolutionizes data compression by exploiting correlations between columns, achieving 20% better compression ratios through innovative multi-column compression schemes.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Randomized Algorithms for Rounding and Rank Compression in the Tensor Train Format

Explore randomized algorithms for efficient tensor-train rounding, enhancing performance in quantum systems and condensed matter physics applications with significant computational speedups.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Neural Magic

Applying Second-Order Pruning Algorithms for SOTA Model Compression

Explore second-order pruning algorithms for model compression, achieving higher sparsity while maintaining accuracy. Learn to apply these techniques to your ML projects for improved efficiency.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Algorithms and Rate-Distortion Bounds in Data Compression for Multi-User Communication

Explore advanced algorithms and rate-distortion theory for optimizing data compression in multi-user communication systems with expert insights from CalTech.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Data Compression I - Lecture 2: Prefix Free Codes

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Explore prefix-free codes in data compression, covering theory and applications. Gain insights from Stanford experts on efficient information encoding techniques.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Data Compression I - Course Introduction and Lossless Compression Basics - Lecture 1

Introduction to lossless data compression fundamentals, covering key concepts and techniques for efficient information storage and transmission.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

GOTO Conferences

Apps, Algorithms & Abstractions

Explore the hidden innovations and algorithms powering everyday digital experiences, from cellular networks to image compression, in this deep dive into modern technology's inner workings.

• YouTube
• 39 minutes
• On-Demand
• Conference Talk

CMU Database Group

Storage Models and Database Compression - Lecture 5

Explore storage models and database compression techniques for efficient data management and improved system performance.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

NDC Conferences

Apps, Algorithms and Abstractions - Decoding Our Digital World

Explore the hidden technology powering everyday digital experiences, from cellular networks to compression algorithms. Gain insights into the innovations behind smartphones and glimpse the future of digital technology.

• YouTube
• 56 minutes
• On-Demand
• Conference Talk

IEEE Signal Processing Society

Versatile Video Coding - Algorithms and Specification

Explore advanced algorithms and specifications for Versatile Video Coding, the latest video compression standard, presented by experts in the field.

• YouTube
• 2 hours 36 minutes
• On-Demand
• Free Video

Black Hat

Auditing the Compression Algorithm Weapon Cache

Explore decompression bomb attacks, their impact on applications, and strategies for prevention. Learn about various compression algorithms and their vulnerabilities in this security-focused presentation.

• YouTube
• 28 minutes
• On-Demand
• Conference Talk

linux.conf.au

Executable Code Golf - Making Tiny Binaries for Constrained Systems

Explore executable code golf techniques for creating tiny binaries, focusing on PAQ compression algorithms, compressing linkers, and optimization strategies for constrained systems.

• YouTube
• 42 minutes
• On-Demand
• Conference Talk

Trelis Research

Understanding Mamba and State Space Models

Explore Mamba and state space models, comparing them to transformers. Learn basic equations, run inference in Colab, and understand training processes and future directions for this compression-focused technology.

• YouTube
• 28 minutes
• On-Demand
• Free Video