Complete machine learning projects with Zinn Digital ™ experts

**Machine Learning Engineer | Data Engineering & ETL Specialist**

I specialise in building **scalable, production-ready Machine Learning systems** supported by **robust data pipelines** transforming raw data into actionable intelligence and deploying models that deliver real-world results.

**Machine Learning Development**
• Custom model architecture design and experimentation
• Advanced feature engineering and selection pipelines
• Hyperparameter tuning and model optimisation (Optuna, Ray Tune)
• Transfer learning and fine-tuning for domain-specific models
• Model evaluation, cross-validation, and explainability
• Expertise across **NLP, computer vision, time series, and predictive analytics**
• End-to-end MLOps workflows from training to deployment (Docker, MLflow)

**Data Engineering & ETL**
• Automated data pipelines with validation and monitoring
• Feature store implementation and data versioning
• Real-time and batch data processing (Airflow, Kafka, Spark)
• Scalable data ingestion and transformation workflows
• Data quality checks, governance, and lineage tracking
• Building efficient data schemas for analytics and ML pipelines

This Zinn Will Include (Machine Learning Model Development)

Data Engineering
Data Analysis
Model Development
Finetune
Evaluation
Deployment

Delivery: 5 days

Revisions: 3

Includes:

• Research
• Data preprocessing
• Model creation
• Model validation/testing
• Performance monitoring
• Fine tuning
• Cloud deployment
• API integration
• Include source code
• Model documentation