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Niklas Heidloff
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Understanding Foundation Models

Foundation Models are a game change and a disruptor for many industries. Especially since ChatGPT has been released, people realize a new era of AI has begun. In this blog I share my experience lea...

Introduction to Multi-task Prompt Tuning

Training Foundation Models is expensive. Techniques like Prompt Engineering address this by freezing the models and providing context in prompts to optimize results at the expense of losing perform...

The Importance of Prompt Engineering

Foundation Models are the foundation for different AI downstream tasks. To leverage these generic models for specific tasks, prompt engineering is a technique to optimize the results without having...

Running the Large Language Model FLAN-T5 locally

While there are several playgrounds to try Foundation Models, sometimes I prefer running everything locally during development and for early trial and error experimentations. This post explains how...

Introduction to Prompt Tuning

Training foundation models and even fine-tuning models for custom domains is expensive and requires lots of resources. To avoid changing the pretrained models, a new more resource-efficient techniq...

ChatGPT-like Functionality in IBM Watson Assistant

Generative foundation models like ChatGPT can handle fluent conversations pretty well. IBM Watson Assistant can be extended with NeuralSeek to search and provide answers from enterprise knowledge b...

IBM Watson NLP Use Cases

Watson Natural Language Processing Library for Embed is a containerized library designed to empower IBM partners with greater flexibility to infuse powerful natural language AI into their solutions...

Sentiment Analysis with Watson NLP

Watson Natural Language Processing Library for Embed is a containerized library designed to empower IBM partners with greater flexibility to infuse powerful natural language AI into their solutions...

Foundation Models for Source Code

Developing high quality software is not trivial and not cheap. To help developers, there are several attempts to leverage AI and special foundation models optimized for source code. This post gives...

Evolution of AI explained via a simple Sample

The speed in which AI technologies are progressing is amazing. The post below summarizes how I explain my children how AI has evolved over the last years and why many experts consider the new found...

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The postings on this site are my own and don’t necessarily represent IBM’s positions, strategies or opinions.
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