You will get Custom AI models trained on your data. Includes production-ready code.
Project details
Custom AI Development: High-Performance Architectures
I design efficient AI models tailored to your hardware by optimizing data reuse and memory intensity.
Pricing & Complexity:
Tier prices are starting points for standard models (CNNs, MLPs, RL agents). Costs vary based on:
Architecture: Custom Transformers or multi-modal systems require more development time than standard classifiers.
Hardware-Aware Design: I apply GPU resource logic (tile/block size optimization) to ensure architectural efficiency without needing custom kernels.
Deployment: Ready-to-use inference code (e.g., ONNX) is included in the advanced service.
Contact me before ordering to discuss your data and requirements for a custom quote.
I design efficient AI models tailored to your hardware by optimizing data reuse and memory intensity.
Pricing & Complexity:
Tier prices are starting points for standard models (CNNs, MLPs, RL agents). Costs vary based on:
Architecture: Custom Transformers or multi-modal systems require more development time than standard classifiers.
Hardware-Aware Design: I apply GPU resource logic (tile/block size optimization) to ensure architectural efficiency without needing custom kernels.
Deployment: Ready-to-use inference code (e.g., ONNX) is included in the advanced service.
Contact me before ordering to discuss your data and requirements for a custom quote.
AI Development Type
Deep Learning, Model TuningAI Tools
PyTorchAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$200
|
Standard
$750
|
Advanced
$1,600
|
|---|---|---|---|
| Delivery Time | 3 days | 8 days | 14 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | - | |
Detailed Code Comments | - | ||
Knowledge Graph | - | - | - |
Model Documentation | |||
Ontology | - | - | - |
Source Code | - | ||
Taxonomy | - | - | - |
Frequently asked questions
About Alexander
AI & Machine Learning | PyTorch, CUDA, NumPy, CuPy | AI Consulting
Wuppertal, Germany - 5:36 am local time
I specialize in the development, implementation, and deployment of production-ready AI models. My approach combines technical depth with strategic insight to help companies turn AI potential into scalable business solutions.
What I bring to the table:
End-to-End AI Development: Full-cycle responsibility from building models to final deployment.
Strategic Consulting: Identifying high-impact AI use cases and designing long-term implementation roadmaps.
Advanced Python Automation: Developing robust, efficient tools to streamline complex workflows.
Deep Technical Foundations: I possess a profound understanding of GPU architecture—down to the physical layer of warp scheduling. While I focus on high-level AI implementation, this low-level knowledge ensures I build exceptionally optimized and performant systems.
Research & Expertise:
I am the author of a notable preprint on learning-based parameterization for CUDA kernels. This research reflects my ability to tackle complex computational challenges and my commitment to staying at the forefront of AI performance optimization.
Steps for completing your project
After purchasing the project, send requirements so Alexander can start the project.
Delivery time starts when Alexander receives requirements from you.
Alexander works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement Analysis
We discuss your data and goals to define the right architecture (e.g., CNN vs. Transformer).
Model Development
Building the network logic and training the model using stable, scale-aware metrics.