What we do

Accumulation Point provides consulting services in AI, LLMs, machine learning, statistics, and optimization. Our primary focus is on helping teams leverage technology together with mathematics and statistics; both for data scientific analysis as well as production applications. Our solutions span initial scientific exploration, followed by detailed technical delivery as well as general support. We provide product development support, analysis support, training, and general consulting services.

At present we are focusing on LLMs and enabling businesses to leverage the power of LLMs in practice. See our blog dealing with a variety of LLM issues.

Our team

Dr Yoni Nazarathy

Yoni is a machine learning, statistics, and data science expert. Outside of Accumulation Point, he is an Associate Professor at the School of Mathematics and Physics in The University of Queensland (UQ). Before, and in parallel with his academic work, Yoni built up over 20 years of industry engagement experience in diverse fields. He has vast experience and a proven track record in connecting theory and practice to bridge the gap between research and innovative real world solutions. Beyond Accumulation Point consulting projects, some of his notable recent creations include, the Mathematical Engineering of Deep Learning book, a book on Statistics with Julia, and leadership of the Safe Blues Project.

More about Yoni

Aapeli Vuorinen

Aapeli is a passionate, creative software engineer with a strong academic background in mathematics, optimization, and machine learning. Currently he works on optimization and AI at Columbia University, where he leverages his background in mathematics and analytical thinking to rigorously analyse and model problems. He has vast software experience and has led teams working in DevOps and several other domains. Some of his notable creations and career achievements include founding and engineering leadership of Couchers.org, leading software engineering of the Safe Blues Project, and contributions to over a dozen other software, machine learning, and operations research projects in a variety of domains and diverse technologies.

More about Aapeli

Our company

Accumulation Point was setup in 2018 as a small Australia-based consultancy with Yoni and Aapeli to expose the experience of our team in machine learning, statistics, optimization, and software engineering. Over the years as operations grew, we contributed with engineering and advise to a diverse set of projects before deciding to to focus on the emerging area of LLMs in 2023.

We serve clients in the US, the UK, and Australia in a broad set of industries including engineering, fire safety management, bio-tech, IT services, and others.

Our 2024 focus is on LLMs. We believe that there is incredible value to be gained by integrating LLMs in almost every industry and we aim to empower teams wishing to integrate LLMs in their business with immediate hands on expertise. See our blog.

While our focus is on the AI and data science fields such as LLMs, Machine Learning, Statistics, and Optimization, we also supplement these fields with exceptional software and IT expertise. For this we sometimes deliver mathematical and statistical solutions together with full operational implementations. See our IT expertise page for more details.