Brando
Koch

privatesynapse.ai built an AI website support chatbot for Tellofy — indexing site content and knowledge bases to answer customer questions directly, deployed on AWS with Bedrock.

privatesynapse.ai partnered with ComeToTheClouds to bring Generative AI to their AWS environment — a Retrieval-Augmented Generation solution on AWS Bedrock.

AWS landing zone and on-prem migration for one of the first hospitals in Germany to run its infrastructure entirely on AWS — delivered in pure Terraform (VPC, EC2, RDS, S3, monitoring, encryption). Featured as an official AWS case study.

Private automatic speech recognition that keeps audio and transcripts inside your environment.

Master thesis research published in Image and Vision Computing (2024): extending behavioral features with authentication phrase information.

Generative-AI quality control for call-center recordings — speech recognition, speaker diarization, and retrieval-augmented LLMs that answer questions about a call and grade it against configurable criteria.

Automatic parking slot detection and occupancy classification from camera imagery, published in Expert Systems with Applications (2023).

Full implementation of the original Transformer paper (Vaswani et al., 2017) in PyTorch, written as learning material.

A variety of sequence model architectures implemented from scratch, structured to serve as learning material.

Implementation of the neural style transfer paper — transferring artistic style between images with deep networks.

End-to-end classical ML project: data collection, feature engineering, and price prediction for real-estate listings.