Co-Design Courses and Certifications

tinyML

Software-Driven TinyML Hardware Co-Design for AI Power Smart Devices

Explore software-hardware co-design for efficient TinyML systems, focusing on processing-in-memory accelerators to reduce power consumption and enhance AI inference in smart devices.

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

tinyML

TinyML Talks - Software-Hardware Co-design for Tiny AI Systems

Explore efficient AI models, hardware-friendly compression, and topology-aware design for resource-constrained systems. Learn cross-optimization techniques and distributed learning for scalable AI solutions.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

ACM SIGPLAN

Challenges with Hardware-Software Co-design for Sparse Machine Learning on Dataflow Architectures

Explore challenges in hardware-software co-design for sparse machine learning, focusing on tensor algebra accelerators and real-world applications.

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

Dyalog User Meetings

Co-dfns Update 2023 - Expanding APL Capabilities Through Compiler Design

Explore Co-dfns project updates, including compiler capabilities, future roadmap, and practical applications in expanding APL's reach through innovative compiler design and language research.

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

USC Information Sciences Institute

AI on the Edge: Hardware-Software Co-Design for Graph Analytics and Neural Networks - Session 3

Explore cutting-edge research on hardware-software co-design for AI, including graph analytics, neural networks, object detection, and federated learning.

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

Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Co-design Hardware and Algorithm for Vector Search

Explore hardware-algorithm co-design for efficient vector search on FPGAs, enhancing performance in large-scale information retrieval and machine learning systems.

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

USENIX

Quant-LLM: Accelerating Large Language Model Serving via FP6-Centric Algorithm-System Co-Design

Innovative GPU kernel design enables efficient 6-bit quantization for large language models, significantly improving inference speed while maintaining quality across various applications.

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

Computational Genomics Summer Institute CGSI

Acceleration of Bioinformatics Workloads Through Hardware-Algorithm Co-Design and Processing-in-Memory Technologies

Explore hardware-algorithm co-design and processing-in-memory technologies for accelerating bioinformatics workloads, focusing on genomic sequence analysis and mapping techniques.

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

MIT HAN Lab

QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

Discover a novel approach to efficient LLM serving through W4A8KV4 quantization and system co-design, reducing memory usage while maintaining performance for faster inference.

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

Open Compute Project

Architectural Challenges and Innovation for Compute Infrastructure Co-Design in Generative AI

Explore architectural solutions for generative AI computing challenges, focusing on heterogeneous computing infrastructure and chiplet-based systems for improved energy efficiency.

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

Open Compute Project

Memory Scalability in AI Co-Design Using CXL Technology

Explore memory and storage architecture innovations for AI systems, focusing on CXL technology's role in enabling efficient data sharing and scalable memory solutions for large-scale AI workloads.

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

Drupal Association

Co-designing Admin Interfaces with Editors for Better Content Design

Discover techniques for co-designing admin interfaces with editors to enhance content design. Learn to uncover editor needs, create intuitive workflows, and improve accessibility in Drupal.

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

HOTI - Hot Interconnects Symposium

Keeping Pace: Micro-Models, Large Language Models, and the Co-Evolution of Chip and Data Center Design in a Rapidly Shifting AI Landscape

Explore the dynamic relationship between AI models and hardware design, examining how micro-models and LLMs are reshaping chip and data center architecture in modern computing.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

HOTI - Hot Interconnects Symposium

ASTRA-sim and Chakra - Co-design Exploration for Distributed Machine Learning Platforms

Explore co-design methodologies for distributed ML platforms using ASTRA-sim and Chakra frameworks, focusing on system optimization and performance analysis.

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

PKI Consortium

Crypto Agility by Design - Securing PQC with Updatable HW/FW Co-design

Discover how hardware/firmware co-design enables crypto agility for post-quantum cryptography, allowing field updates to mitigate vulnerabilities and enhance security lifecycle resilience.

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