Foundation Models (FMs) are large pre-trained AI models that can adapt to various tasks, simplifying development of AI solutions. The pre-training is self-supervised on very large-scale datasets (such as text, images, audio, time series, etc., or combinations of...
Tech Deep Dive
SAFe® 6.0 Framework - Project Management [at] scale
Overview of the basics of project management, the structure and elements of the SAFe® 6.0 framework and a pragmatic view of implementation and application. https://youtu.be/zRcXRL7a2PM Video: From Scrum to SAFe: Agile project management for large teams...
Better Lotto Numbers with CNNs
Using Convolutional Neural Networks in a betting use-case won't make you a millionaire - but it will certainly help you to lose (much) less in the lottery. The German state-run lottery ("Lotto 6 out of 49") has a fundamental construction error. Consider for example...
Why we need data product management
"How do we effectively create value from our data?" Many organisations ask themselves these and similar questions when dealing with their data. The fundamental importance of data is undisputed - however, it is often unclear how the growing amount of data...
Why the future is agentic: An overview of Multi-Agent LLM Systems
Since the breakthrough of ChatGPT in November 2022, generative AI (GenAI) and large language models (LLMs) have taken the world by storm. Applications range from contract management, building chatbots, summarising existing data and...
Prompt Optimization with Reinforcement Learning in Large Language Model
The application possibilities of large language models (LLMs) in business processes have been increasingly in the spotlight since the launch of ChatGPT in November 2022. The availability of state-of-the-art machine learning models such as ChatGPT or...
LLM Explainability: Why the "why" is so important
"Explainable AI" (XAI) is crucial for understanding the decision logic of highly complex AI models such as LLMs. Suppose you have applied for a loan from a bank. In a conversation with the bank representative, you are told that your...
Generative artificial intelligence: the end of an illusion
The legal disputes regarding copyrights in the training of image or art-generating algorithms have not yet been decided. However, regardless of the outcome of the proceedings, the development will scrutinise the position of artists and...
Fine-Tuning the CLIP Foundation Model for Image Classification
Introduction With ChatGPT, Large Language Models (LLMs) have jumped at the centre stage of public attention. These models are pre-trained on massive amounts of text data from the internet. However, at the very same time, also new foundational computer vision models...
XAI Navigator: Find the method that makes your AI model more interpretable
Introduction As artificial intelligence (AI) continues to advance and play an increasingly significant role in our lives, the need for explainable AI (XAI) has become more important than ever. XAI is a rapidly growing field of research that seeks to create AI systems...