Measurement + Experiment Design + ML Infrastructure for Breakthrough Biotech Products

I update measurement systems and experiment design to maximize machine learning benefits, closing the gap between scientific literature and real-world practice.

While research papers work in clean lab conditions, your breakthrough products need systems that work in reality - with device variation, contamination, and operational constraints.

Start Your Breakthrough Project

My Approach: From Literature to Real-World Success

Bridging the gap between perfect lab conditions and practical breakthrough products

📚 Literature Analysis + Reality Check

I analyze current research to understand what's possible, then identify what it takes to make it work in real-world conditions with device variation and contamination.

🎯 Experiment Design for ML Success

Smart stratification and experimental planning that accounts for real-world variation while capturing the data ML models need to succeed.

🧠 ML Systems for Real Conditions

Custom AI architectures designed to work with messy real-world data - handling device differences, operator variation, and contamination issues.

⚡ Measurement Systems for ML

Update measurement protocols and systems to maximize ML performance - like "sweep over sample" insights that dramatically improve data quality.

What to Expect: Clear Process

Structured approach from initial analysis to breakthrough results

1

Discovery & Analysis

Literature review, current setup analysis, and identification of breakthrough opportunities in your specific domain.

2

Strategic Design

Custom AI architecture design, smart experimental planning, and protocol optimization strategies tailored to your goals.

3

Implementation & Optimization

Development of custom models, protocol refinement, and iterative optimization with your team's collaboration.

4

Knowledge Transfer

Complete documentation, team training, and methodology handover so your team can continue and build upon the work.

Making Advanced ML Work in Real-World Conditions

10-1000x
Reduction in required experiments
20+
Bacterial species in production system
€100K+
Equipment cost optimization insights
2018-2019
State-of-art architectures in production

Custom AI-Powered Systems I've Built

Real breakthrough projects where I designed and built measurement systems that didn't exist before

AI-Powered Bacterial Species Detection Experimental Design

Challenge: Build system for 20+ bacterial species with device variation and contamination issues

Innovation: Advanced stratification planning + smart experimental space mapping for deep learning

Result: Reduced required experiments by 10-1000x through intelligent planning

Created data science plan for bacterial identification with AI. System handles real-world contamination and device variance. Methodology still used today.

Custom LiDAR + AI Material Classification

Challenge: Material identification from sparse 3D data for autonomous systems

Innovation: Novel AI architecture: PointNet + VAE + contextual fusion

Result: Solved "impossible" sparse-data problem with state-of-art performance

Designed and trained custom deep learning system for per-pixel material prediction from 3D point clouds. Combined latest technologies to create scalable system.

Optimized Raman Spectroscopy for Deep Learning

Challenge: Maximize signal of Raman spectroscopy system for deep learning

Innovation: Adapt protocol to create 1000's of unique spectra suitable for deep learning

Result: Breakthrough measurement system from standard equipment

Transformed existing spectrometer into AI-powered diagnostic tool through protocol optimization and custom models.

How I Can Help Your Team

From strategic analysis to custom AI implementation

Strategic Foundation & System Design

Contact for Pricing
1-2 months
  • Literature analysis: possible vs. impossible breakthroughs
  • Ambitious goal setting with technical feasibility
  • Current equipment and protocol evaluation
  • Custom system architecture design
  • Smart experimental planning and optimization

Custom AI System Implementation

Significant ROI Investment
3-6 months
  • Custom deep learning architecture design
  • AI-optimized measurement protocols
  • Complete data infrastructure with quality control
  • Model training, validation, and optimization
  • Production system integration
  • Team training and knowledge transfer

Ongoing System Enhancement

Annual Engagement
Ongoing support
  • Quarterly AI model optimization
  • System refinement based on new research
  • Advanced troubleshooting and consultation
  • Integration of latest AI developments
  • Capability expansion and scaling

Why Teams Work With Me

I make cutting-edge ML work in real-world conditions, not just perfect lab environments

🌉

Bridge Literature to Practice

I take what works in clean research environments and make it work with real device variation, contamination, and operational constraints.

🔬

ML-Optimized Systems

I update measurement systems and experiment design specifically to maximize machine learning performance and reliability.

Massive Experimental Efficiency

Smart stratification and planning that can reduce required experiments by 10-1000x while ensuring comprehensive real-world coverage.

🎯

Real-World ML Success

Custom AI architectures designed to handle messy data and variation - making breakthrough results possible in production environments.