Adaptive ML

Pioneering intelligent, self-optimising machine learning systems.

Adaptive ML Services

Bespoke System Blueprinting & Data-First Design

We build the solution around your data, not the other way around. We employ a consultative process to design and implement tailored data pipelines and model architectures. Every approach is bespoke and leverages expert human review to convert raw data into reliable, actionable findings.

Key Deliverables: Bespoke ML architecture blueprints, expert human validation loop, strategy-first data flow design.

Predictive Intelligence & Forecasting

Building and deploying custom prediction models (NLP, time-series, tabular) that directly inform high-value operational decisions (e.g., sales closure, recruitment planning, market movement).

Key Deliverables: High-precision models, MLOps deployment (live predictions).

Unstructured Data Strategy

Translating vast, unused corporate text data (meetings, emails, support tickets) into strategic, actionable intelligence. Includes demand forecasting and sentiment-driven resource allocation.

Key Deliverables: Custom NLP metrics, strategic roadmaps based on objective text analysis.

Real-Time System Deployment

Designing and implementing robust, self-managing cloud pipelines for continuous data ingestion, model retraining, and real-time visualization.

Key Deliverables: Automated MLOps infrastructure, real-time data flow, interactive dashboards.


Our Core Strengths & IP

Bespoke ML Architecture & Human Expertise

We do not apply 'one-size-fits-all' solutions. Our methodology centers on deep human expertise to design custom ML architectures that precisely fit your data, ensuring optimal, tailored performance.

High-Precision Tuning

Specialised methodology for fine-tuning models like DeBERTaV3 to achieve superior, domain-specific prediction accuracy.

Real-Time MLOps

Expertise in full-stack cloud architecture (Cloud Functions, Scheduler, Run) for low-latency pipelines.

Data-to-Strategy

Proprietary framework for converting high-volume, noisy internal text data into quantifiable business intelligence metrics.


Case Studies

These case studies are available to explore in full — with interactive visuals, live models, and datasets — inside the AdaptiveML Project Portal. Contact us to gain free access.

NLP-Driven Sales Forecasting & Recruitment

Transformed unstructured sales transcripts into predictive insights for recruitment and deal prioritisation.

  • Fine-tuned DeBERTaV3 for 67% deal prediction accuracy
  • NLP keyword extraction & time-series skill forecasting
  • Interactive dashboard with results

Real-Time Asset Price Forecasting

Live ML deployment for short-term asset price forecasting with adaptive retraining.

  • LSTM neural network trained on live market data
  • Retrains continuously via Cloud Functions
  • Visualised in interactive dashboard

TCGA BRCA ML & Deep Learning

RNA-Seq analysis for cancer subtype classification using machine learning and deep learning.

  • KNN classifier (76% accuracy)
  • Deep Learning MLP (87% accuracy, PyTorch)
  • 18,000+ gene expression features analysed across 800 samples

Start Your AI Journey

Ready to transform your operations with intelligent, adaptive systems? Get in touch with our expert team today for a consultation.

Contact Details

Edinburgh, UK

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