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Deep Learning & Computer Vision

Custom CNN, Vision Transformer (ViT), and object detection models (YOLO, Detectron2) for image classification, segmentation, and real-time inference. Production PyTorch pipelines with CUDA optimization and ONNX export for sub-10ms latency.

PyTorch CUDA ONNX Vision Transformers
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LLM Fine-Tuning & RAG Pipelines

Fine-tune Llama 3, Mistral, Phi-3 with LoRA/QLoRA for domain-specific tasks. Production RAG architectures with FAISS, Weaviate, and Pinecone. GPT-4o and Claude enterprise integrations.

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Cloud Infrastructure & MLOps

Multi-cloud ML infrastructure on AWS, GCP, and Azure. Kubernetes model serving with auto-scaling, GPU node pools, and spot instance cost optimization. Infrastructure as code with Terraform.

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ML System Audits

Technical due diligence for AI systems: model quality assessment, inference bottleneck analysis, training pipeline review, data quality audits, and GDPR compliance checks. Detailed report with prioritized recommendations delivered within 2 weeks.

SecurityPerformanceGDPR
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Full-Stack AI Applications

End-to-end web applications with AI at the core. React/Next.js frontends, FastAPI backends, PostgreSQL/Redis data layer. AI features: semantic search, recommendation engines, NLP interfaces, and generative UI.

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AI Strategy & Technical Advisory

AI readiness assessment, technology stack selection, build-vs-buy analysis, and AI roadmap planning for CTOs and VPs of Engineering. Independent second opinion on existing architecture. Deliverable: written report + 2h Q&A session.

StrategyRoadmapDue Diligence

Why Tippel.ai for Enterprise AI?

10+ years of production AI experience. MSc. Physics background means mathematical rigour in model selection and evaluation. We reject hype-driven solutions — every technology choice is justified by your specific constraints and success metrics.

You work directly with the engineer building your system. No account managers, no junior handoffs, no offshore delegation. We integrate with your team via Slack, weekly demos, and shared dashboards. Clients in Germany, Switzerland, UK, and North America.

Core Technology Stack

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