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17
workshop

Beyond Scaling: Making Large Language Models Efficient

Wednesday, June 17, 2026 · 6:30 pm – 7:30 pm

Events/Beyond Scaling: Making Large Language Models Efficient
by Lossfunk Event Calendar
llmtransformerefficiencyai+6 more
Jun
17
6:30 pm – 7:30 pm
Bengaluru, Karnataka

Price

Free

About

This workshop explores practical research directions for improving transformer efficiency in small and medium-sized language models. As models grow larger, compute cost, memory usage, inference latency, and deployment complexity increase significantly. The session covers architectural experiments, training optimisations, efficient attention mechanisms, memory-efficient techniques, and inference-focused design choices being explored while building open-source LLMs at FrontiersMind.

Speaker: Abhay Kumar, co-founder of FrontiersMind, an AI research lab focused on efficient small and medium-sized language models optimised for enterprise and real-world deployment.

What to expect:

  • Overview of transformer efficiency challenges
  • Practical techniques for reducing compute and memory
  • Insights from building open-source LLMs
  • Q&A with the speaker

Pre-read: Basics of Transformer architectures, The Illustrated Transformer, Memory-Efficient Attention (MHA vs. MQA vs. GQA vs. MLA), Understanding DeepSeek's Multi-Head Latent Attention.

Jun
17
6:30 pm – 7:30 pm
Bengaluru, Karnataka

Price

Free

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