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Skillvue
Senior Machine Learning EngineerSkillvue • Rome, Italy
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Senior Machine Learning Engineer

Senior Machine Learning Engineer

Skillvue • Rome, Italy
6 giorni fa
Descrizione dell’offerta di lavoro
Who We Are We are a fast‑growing HR tech startup backed by leading international VCs, having raised €9M+ from 360 Capital, IFF, Kfund, and 14Peaks. We are a team of 30+ professionals passionate about shaping the future of talent assessment. Skillvue is a Skill AI Assessment platform (SaaS) to hire top‑skilled candidates and measure employee skill, culture, and leadership at scale by leveraging AI. In today's evolving labour market, skills have become the top priority for HR departments and will continue to grow in importance. Our platform enables companies to conduct Skill AI Assessments for both external and internal hiring, as well as targeted evaluations across their entire workforce. Role Overview Own end‑to‑end ML systems: model training, fine‑tuning, deployment, monitoring, and cost/performance optimisation. Partner closely with organisational psychologists, people scientists, and software engineering to productionise LLMs, real‑time conversational agents, and ML pipelines. Report to the Head of AI & Science and drive engineering best practices, reliability, and reproducibility across the stack. Key Responsibilities

Design, build, and maintain end‑to‑end ML platforms and pipelines: data ingestion, feature engineering, training, validation, deployment, and monitoring. Develop, fine‑tune, and deploy LLMs and GenAI services for assessment tasks (prompt engineering, instruction tuning, RLHF/IL, retrieval‑augmented generation). Implement scalable, low‑latency inference systems (serverless and/or containerised), real‑time voice/text conversational agents, and batching strategies for cost‑effective throughput. Build infrastructure‑as‑code (Terraform/CloudFormation) for reproducible environments and secure, compliant deployments. Create automated CI/CD for data, models, and infra (model/data versioning, reproducible training runs, canary/blue‑green deployments). Optimise model size and inference cost using quantisation, pruning, distillation, sharding, and hardware‑aware optimisations. Implement monitoring, observability, drift detection, and alerting for model performance and data pipeline health; run A/B and multivariate experiments to validate model changes. Integrate vector databases, retrieval pipelines, and caching strategies for RAG systems; manage embeddings lifecycle and similarity search performance. Ensure data and model governance: lineage, access controls, privacy safeguards, and auditability.

Required Qualifications

Bachelor or Master’s degree in Computer Science or related field. 7+ years experience in ML engineering / ML‑Ops delivering production ML products. 3+ years practical experience training and deploying GenAI/LLMs in production. Strong production experience on AWS (SageMaker, Lambda, ECS/EKS; Bedrock experience is a plus). Proven track record building highly scalable services and real‑time systems. Experience with infrastructure‑as‑code (Terraform, CloudFormation) and container orchestration (Docker, Kubernetes). Hands‑on experience with ML pipeline and experiment platforms (MLflow, Weights & Biases, Kubeflow, Airflow/Prefect). Proficiency in Python and TypeScript; solid software engineering practices and Git workflows. Experience implementing model monitoring, drift detection, and A/B testing for ML models. Familiarity with vector DBs (e.g. Qdrant), retrieval pipelines, and prompt/agent design. Fluency in English (C1) and strong communication for cross‑functional collaboration.

Highly Desirable

Experience with Bedrock, SageMaker, or other managed LLM infrastructures. Experience deploying multimodal models, speech‑to‑text, text‑to‑speech, and building voice‑based conversational agents. Experience with distributed training frameworks (Horovod, DeepSpeed, ZeRO) and model parallelism. Knowledge of model compression, quantisation toolchains (ONNX, TensorRT, Optimum), and cost‑optimisation strategies. Familiarity with feature stores and online/offline serving (Feast, Tecton). Prior experience in HR tech, assessment, or conversational assessment/coaching systems. Contributions to open‑source ML infra or published ML blog posts or conference papers.

What We Offer

Opportunity to shape and scale AI systems at an early‑stage company with real product impact. Close collaboration with researchers and product teams to deploy scientifically grounded ML features. Remote work (within the EU timezone). Competitive compensation, flexible work, and budget for conferences, training, and research resources. A collaborative, flat environment where engineering leadership influences product and research direction.

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