In this talk, we’ll explore the complete machine learning model building process, providing data scientists and ML engineers with practical insights and strategies for success. We will examine each phase of the model life cycle, from data ingestion and pre-processing […]
Imagine a world where AI systems automatically detect thefts in grocery stores, ensure construction site safety and identify patient falls in hospitals. This is no longer science fiction, as companies today are building powerful applications that integrate visual content with […]
As edge computing demands smaller, more efficient models, knowledge distillation emerges as a key approach to model compression. We delve into the details of this process, exploring what knowledge distillation entails and the requirements for its implementation, including dataset size […]
ADAS (advanced-driver assistance systems) software has historically been tightly bound to the underlying system-on-chip (SoC). This software, especially for visual perception, has been extensively optimized for specific SoCs and their dedicated accelerators. In this talk, we explain the historic reasons […]
Vision-language models (VLMs) have the potential to revolutionize various applications, and their performance can be improved through fine-tuning and customization. In this presentation, we will explore the concept and share insights on domain adaptation for VLMs. We will discuss the […]
The increasing complexity of AI models has led to a growing need for efficient data storage and processing. One critical way to gain efficiency is using smaller and simpler data types. In this presentation, we explore the trade-offs in data […]
In this session we describe our work developing software for a custom camera system based on GStreamer. The BRIAR project requires high-quality video capture at distances over 400m for biometric recognition and identification, but commercial cameras struggle to capture high-quality […]
Accelerating machine learning and AI workloads often requires specialized hardware, but managing compatibility across diverse platforms can be challenging. The Khronos Group provides the industry’s only suite of nonproprietary API and language standards for ML and AI acceleration, enabling developers […]
The deployment of large language models (LLMs) in resource-constrained environments is challenging due to the significant computational and memory demands of these models. To address this challenge, various quantization techniques have been proposed to reduce the model’s resource requirements while […]
Artificial intelligence agents are components in an AI system that can perform tasks autonomously, making decisions and taking actions on their own. In this talk, we’ll explore the concept of AI agents, their benefits and how they can revolutionize AI […]
Want to contact us?
Use the small blue chat widget in the lower right-hand corner of your screen, or the form linked below.
STAY CONNECTED
Follow us on X and LinkedIn.
