AI Conference 2025 (Warsaw & Online)
Learn from the BestMeet Mannmohan Muthuraman
Gemma-3 PEFT- LoRA-Driven Personalization for Adaptive Email Synthesis on Edge Inference
Gemma-3 PEFT for Personalized Email Generation on Edge
This covers fine-tuning Google’s Gemma-3 using PEFT (LoRA/QLoRA) for custom email synthesis. Key topics: Motivation (structured responses, accuracy > RAG, domain expertise); Approaches (full vs. PEFT); Parameters (quantization, rank r=4-64); Memory Optimization (Gemma-3 12B: 48GB to 6GB via NF4); LoRA (97% param reduction via low-rank matrices); QLoRA (quantize + adapt for efficiency); Advanced Tips (double quant, paged optimizers). Includes step-by-step LoRA fine-tuning guide and demo on Ollama for edge inference. Focus: Efficient, personalized AI on resource-limited devices.
Mannmohan Muthuraman - Head of Artificial Intelligence and Data Science, Santander | CA
Learn from the Best Speakers
Katarzyna Starosławska
Vice President of the Board, SpeakLeash, Bielik.ai | Poland
Assoc. Prof. Aleksandra Przegalińska, PhD
Harvard & Kozminski University | USA
Martin Markiewicz
CEO, SILENT EIGHT | USA
Dr Maciej Madziński
Strategy & Digital Transformation, MBA IT Programme Director, Kozminski University | Poland
Christian Stenzel
Director of Sales EMEA, Tenstorrent | Germany
Tomasz Ducin
Independent Consultant, Architect, Developer & Trainer, Poland
Marta Godzisz
MBA Program Director, PJATK | Poland
Daniel Sogl
Software-Architekt, Thinktecture AG | Germany
Kris Wojewodzic
CEO, Escola | Poland
Christoffer Noring
AI + MCP focused Software Engineer, Microsoft | UK
Sebastian Witalec
Director of Education and Developer Experience, Weaviate | Poland
Younes Jaaidi
Software Development Cook, Teacher & Coach, GDE | France
Przemyslaw Wiktor Pardel
Assistant Professor, Scientist & Inventor, Solution Architect, University of Rzeszow | Poland
Marcin Dziedzic
Senior Node.js + React + AI Agents Developer, 7N | Poland
Nir Kaufman
Tech Lead, Full-stack AI Engineer, GDE, Tikal | Israel
Karolina Zak
ML Engineer, HEINEKEN | Poland
Matthew Podwysocki
Staff Engineer, Mapbox | USA
Rainer Hahnekamp
Trainer and Consultant, AngularArchitects.io | Austria
Luiz Carneiro
Solution Engineer, smapiot GmbH | Germany
Michael Egger-Zikes
Trainer & Consultant, AngularArchitects.io | Austria
Mannmohan Muthuraman
Head of Artificial Intelligence and Data Science, Santander | CA
Andres Gesteira
Senior Frontend Architect, Fever | Spain
Maxim Salnikov
AI-Native Developer Tools Solution Engineer, Microsoft | Norway
Dr. Philippe De Ryck
Security Expert, Founder, GDE, Pragmatic Web Security | Belgium
Alexander Thalhammer
Passionate Angular Developer, Angular Architects | Austria
Alex Okrushko
Senior Software Engineer, Snowflake | Canada
Manfred Steyer
GDE for Angular, softwarearchitekt.at | Austria
Dariusz Kalbarczyk
Google Developer Expert, Author, Podcaster, NG/JS/AI POLAND | Poland
Meet our first speakers for 2025! More to be announced soon. Interested in joining? Apply below!
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