AI Service
AI service to accelerate workflows. As a technical AI service provider, we connect and enrich your systems and employees with relevant, new, explainable knowledge. Suitable for agile organizations in all areas.
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AI for Process Optimization:
Analytical Artificial Intelligence beyond ChatGPT & Co.
With the development of Analytical Artificial Intelligence, we at HighPots conscientiously integrate large amounts of data. Analytical Artificial Intelligence shows exactly what is in your data and provides well-founded predictions and recommendations for action. Although Analytical AI is also based on an artificial neural network, it is possible to understand and explain exactly how the logical conclusions are reached. As a data science service provider, HighPots develops analytical intelligence to identify correlations and optimize processes. As an AI service provider, we often combine the development of analytical AI systems with generative AI, so that HighPots customers can query the knowledge of analytical AI in natural language.
AI Expert Systems
HighPots develops expert systems for diagnosis, decision making and knowledge representation. Thanks to Bayesian statistics, even when little data is available. Especially in the fields of medicine, engineering and finance. AI expert systems developed by HighPots are also used for market analysis. Companies that want to investigate an entry into a market where data is scarce use HighPots AI expert systems.
Discover our Technical AI Services
Our artificial intelligence services include machine learning combined with generative AI services. On your server systems as on-premises AI, in our AI open source cloud, in your cloud instance with third-party providers such as Microsoft Azure, Google Cloud or Amazon AWS Cloud.
KI B2B - Fast Connectivity & AI Training
HighPots offers fast connections to pre-built generative AI models. By “AI-ready” we mean pre-trained and fine-tuned AI systems such as Open AI ChatGPT, Google Gemini or Google Cloud Services Platform (CSP) for on-premises artificial intelligence on your own servers. These systems only need to be trained with your company’s knowledge. HighPots helps you with AI implementation and AI training. This type of AI is often used for chat bots or internal complaint management.
AI Services from HighPots - AI Application Example
Expert system from HighPots for medical imaging processes. Conversion of 2-dimensional images into 3D images.
2D Scan
Digital Twin
On behalf of an international medical equipment manufacturer, we developed an expert system for MRI, CT and X-ray machines. The images from these medical imaging devices are converted from 2D to 3D.
Technical Process
1
Choosing the deep learning architecture: Use of a CNN (Convolutional Neural Network)
2
Selection of the CNN: Based on the parameters network width, network depth and network resolution, we use the EfficientNet CNN.
3
Pre-training: Dataset architecture based on ImageNetvia, creation of a dataset based on images validated by radiologists
4
Fine-tuning with TensorFlow: Testing the dataset with the ImageNet Large Scale Visual Recognition Challenge, then fine-tuning the pre-trained EfficientNet with TensorFlow (first defining the layers that should remain frozen, then defining and creating the new layers for your specific task).
5
Reward modeling and reinforcement learning: creating agents for image classification
6
Result evaluation after the first iteration of reward modeling and reinforcement learning: Results of the agent evaluated by radiologists (positive/negative)
7
Model adaptation and partial retraining
8
Agent adaptation during reward modeling and reinforcement learning: Storage of a more complex scoring scheme (point system)
9
AI model refinement - reinforcement learning: renewed confrontation of results with radiologists
10
Repetition of points 5 to 9: Increase the probability that the results are true; define true (correct) when SixSigma error rate is achieved
11
Development of an interface to the diagnostic software of the device manufacturer
12
Connecting the AI expert system with generative AI; natural language queries and questioning of results by doctors and patients.
Learn continuously from data, use results in real-time - machine learning with HighPots
As an artificial intelligence service provider, we expand the knowledge of B2B AI systems in real time. With our machine learning methods, we constantly improve the quality and probability of occurrence of AI systems. We use stochastic methods and sophisticated algorithms for supervised learning.
Transformer models without natural language processing
As an artificial intelligence service provider, we expand the knowledge of B2B AI systems in real time. With our machine learning methods, we constantly improve the quality and probability of occurrence of AI systems. We use stochastic methods and sophisticated algorithms for supervised learning.
Build, train and tune AI
Start generating real, demonstrable business transformations using AI technologies with our AI experts.
Optimize your data for AI
Create a strategy with HighPot's AI consultants to build your optimal data set. Across the entire data science and data analytics lifecycle. Scale your AI workload with us.
Reduce AI risks and act in compliance with the EU GDPR and EU AI Act.
Together with our AI governance specialists, you can control, monitor and maintain AI systems in compliance with the law. Integrate AI responsibly into your overall business operations and combine generative AI, analytical AI and machine learning. HighPots can help you with a wide range of AI use cases.
