13 of 13 Remote/Hybrid Use Case Jobs in Edinburgh

room for key conversations, providing honest advice, managing expectations and helping clients make good decisions about where and how to use AI. What your day to day might look like Getting to the heart of the problem Meeting with stakeholders who may not be clear on what they … whether a GenAI solution is useful and cost effective Fine tuning and optimising models so they perform well for the use case and budget Designing agentic workflows where they genuinely improve outcomes rather than add complexity Helping clients understand what GenAI can and cannot do in practice ...

transformation objectives. Build and manage a multi-year roadmap covering data platforms, advanced analytics, machine learning, and GenAI applications. Identify high-value business use cases in areas such as marketing, R&D, medical affairs, quality, manufacturing, and supply chain. 7–12+ years of experience in data, analytics ...

deploy containerised models and support production ML workflows Working with product and risk stakeholders to identify and shape high value ML and AI use cases Operating within a clear model risk and governance framework, with room to experiment and learn Presenting findings in plain language and helping ...

data engineering, ensuring our stack scales with the business. Design, maintain, and evolve robust data pipelines and architecture to support low latency batch use cases. Oversee the implementation of data models and frameworks that support analytics, and business intelligence. Drive engineering best practices across testing, monitoring, version control ...

level Salesforce Field Service transformation with the autonomy to lead real delivery. You'll work with experienced peers, world-class clients, and interesting use cases that push your technical and leadership abilities. If you're passionate about solving real-world problems, guiding teams, and turning complex requirements into ...

language processing Hands-on experience training, fine-tuning, and deploying LLMs Experience working with vector databases, search indices, or data stores for retrieval use cases Significant experience building evaluation systems for search or language models Familiarity with information retrieval techniques (e.g., lexical search, dense vector search) Comfort working ...

prompt engineering strategies for LLM-based features, including few-shot learning, chain-of-thought reasoning, and retrieval-augmented generation Optimize models for specific use cases and performance requirements Design and optimize database schemas for relational database Collaborate with stakeholders to translate business requirements into technical solutions What ...

/run (incident, change, problem, threat hunting, vulnerability triage). Policy standards (macro/meso/micro), tagging taxonomy, and naming conventions. Security use cases and evidence chain procedures (attack lifecycle mapping, triage steps). Dashboards & reports (logging, KPIs, capacity, coverage, exceptions). Day‐2 materials: runbooks, tuning ...

systems via REST, SOAP, and Azure Services. What's desirable: A solid understanding of the latest Dynamics 365 AI capabilities and real-world use cases. If you're a Dynamics 365 Architect looking to step into a leadership-focused role within a growing, forward-thinking organisation ...

Assist in testing and validate Assist Malware Prevention tuning Assist threat assessment Assist logging and monitoring Assist operational metrics Assist in advance use cases to detect attacks Assist with Initial investigation using evidence chain Assist with Threat Scenario Development Assist with Logging and Monitoring Assist with Product upgrades ...

UK. Key Responsibilities 1. Machine Learning Model Development Design, develop, train, and evaluate machine learning models for prediction, classification, recommendation, or automation use cases. Apply supervised, unsupervised, and deep learning techniques as appropriate. Perform feature engineering, model tuning, and validation to improve accuracy and performance. 2. Productionisation & Deployment … Ensure data quality, reproducibility, and versioning. 4. MLOps & Automation Implement MLOps practices including CI/CD for ML, model versioning, and experiment tracking. Use tools such as MLflow, Kubeflow, SageMaker, Vertex AI, or Azure ML. Automate model training, testing, deployment, and monitoring workflows. 5. Cloud & Infrastructure Build ...

work closely with Senior and Lead Analysts, gaining hands-on experience investigating real-world incidents and understanding attacker behaviour. You'll use industry-leading platforms including Microsoft Sentinel, Google SecOps, Defender XDR, CrowdStrike Falcon, SentinelOne, and Cortex XSOAR/XSIAM to determine what has happened, how activity progressed … Participate in directed threat hunting activities. Suggest improvements to detections, dashboards, and SOC runbooks. Support testing and validation of new detection logic and use cases. Collaborate & Communicate Provide clear written updates to customers and internal stakeholders. Participate in structured shift handovers to ensure continuity within a 24/ ...

MLflow, Azure, Docker, Kubernetes. Salary: Up to £100k Working Environment: Fully Remote in UK What you'll do Research, prototype, and deploy LLM use cases (Q&A, summarisation, document processing) Build and tune models using scikit-learn, PyTorch, TensorFlow/Keras, and XGBoost Create data pipelines for batch … streaming with Spark and Kafka Use Databricks and MLflow for experiments, deployment, and monitoring What you'll bring Hands-on Python for data science and ML Practical experience with LLM frameworks (e.g. LangChain) Familiar with Spark/Kafka and End-to-end pipeline experience Databricks, MLflow, Docker, Kubernetes ...