Welcome to the DLER website.

Welcome to the Deep Learning Efficiency Research (DLER) team at NVIDIA Research led by Dr. Pavlo Molchanov.

Founded in 2023, we are a vibrant and dynamic research lab. Many of our team members have been with NVIDIA for over five years. We operate under the umbrella of the Learning and Perception Research (LPR) group, led by Dr. Jan Kautz.

Our mission is to drive advancements in the efficiency of deep learning technologies, focusing on reducing memory footprint, minimizing inference latency, and lowering energy consumption.

We are particularly interested in:

• Exploring applications of Large Language Models (LLMs) and Multi-Modal Language Models.
• Enhancing post-training model optimization through techniques such as compression, sparsity, quantization, and Neural Architecture Search (NAS).
• Designing novel and efficient architectures.
• Dynamic and adaptive model inference
• Developing innovative training paradigms

We are actively seeking exceptional deep learning researchers. Explore opportunities at the NVIDIA Careers website or reach out directly to our team members via email.