About the Blog

This is the Accumulation Point blog with a collection of posts about LLM, ML, AI, and how you might use such technologies in your business. Accumulation Point Pty Ltd is an Australian consultancy run by Dr Yoni Nazarathy and Aapeli Vuorinen. We specialize in Machine Learning, LLMs, and Statistics.

Our focus is to help businesses integrate LLM in their practice. One of the first steps is to understand the basic terms. Hence, in addition to blog posts there are also basic definitions of LLM terms on this site.

Understanding and Mitigating LLM Risks

In this post we discuss some of the key LLM risks and highlight strategies for mitigating such risk.

It is all in the prompt

In this post we discuss prompts, the inputs to LLMs.

What You Can Do With a Private Business LLM

In this post we outline all kinds of possibilities where a private business LLM (RAG based system) can be used in practice.

Open LLMs on Your Platform

The post discusses open Large Language Models (LLMs) as cost-effective, transparent alternatives to commercial ones, covering their definitions, examples, and benefits for data privacy and AI innovation.

Commercial LLMs and their APIs

Learn how to get started on each of the most popular commercially available LLMs by OpenAI, Google (Gemini), Anthropic (Claude), Cohere, Mistral, and Perplexity. We briefly discuss main functionality of these APIs, and the basic overview of each available model.

LLM ecosystem tools

Get an overview of the landscape of LLM tools in this short yet comprehensive overview of the ecosystem.

LLMs in your business - where to start?

Interested in using an LLM in your business? Not sure where to start? Start here, by reading about the main factors you should consider as you start considering utilizing these tools in your business or team.

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