Talent.com
Senior Data Scientist - AI Model Optimization (LLM / SLM) for Network Automation

Senior Data Scientist - AI Model Optimization (LLM / SLM) for Network Automation

CienaBurlington, MA, United States
1 day ago
Job type
  • Full-time
Job description

As the global leader in high-speed connectivity, Ciena is committed to a people-first approach. Our teams enjoy a culture focused on prioritizing a flexible work environment that empowers individual growth, well-being, and belonging. We're a technology company that leads with our humanity-driving our business priorities alongside meaningful social, community, and societal impact.

Are you ready to revolutionize network troubleshooting and operations through cutting-edge AI?

Ciena is seeking a highly skilled Data Scientist to lead the development of domain-specific Small Language Models (SLMs) and other distilled AI models that enable real-time or near-real-time predictions, diagnostics, and resolutions for complex network issues. Your work will empower Ciena's software platforms, like Blue Planet, to achieve unprecedented levels of automation and intelligence.

How You Will Contribute :

Model Development & Optimization :

  • Design and implement knowledge distillation pipelines to compress large foundational models into smaller, faster, and highly efficient "student" models for deployment in resource-constrained environments.
  • Fine-tune foundational language models (LLMs) using Ciena's unique datasets, employing advanced techniques like instruction tuning, LoRA, and QLoRA.
  • Develop specialized Small Language Models (SLMs) for network troubleshooting tasks, including :

Root Cause Analysis : Identifying the primary source of network faults.

  • Log Summarization : Condensing verbose syslog and event data into actionable summaries.
  • Next-Best-Action Recommendations : Suggesting corrective actions for network operators.
  • Anomaly Detection : Interpreting deviations in network telemetry to predict potential failures.
  • Research & Data-Centric AI :

  • Stay at the forefront of AI / ML research, applying emerging techniques in model optimization, NLP, and time-series analysis to solve complex networking challenges.
  • Collaborate with network subject matter experts and data engineers to curate high-quality training datasets, perform exploratory data analysis (EDA), and engineer features from network telemetry data.
  • MLOps & Deployment :

  • Package and containerize models using tools like Docker and deploy them within Ciena's automation platforms.
  • Monitor model performance in production and establish pipelines for continuous retraining and improvement.
  • The Must Haves :

  • Master's degree or PhD in Computer Science, Electrical Engineering, Statistics, or a related quantitative field.
  • 2+ years of hands-on experience as a Data Scientist or Machine Learning Engineer.
  • Proven experience fine-tuning Large Language Models (LLMs) and adapting them to specific domains.
  • Strong expertise in model compression techniques like knowledge distillation, quantization, or pruning.
  • Expert-level proficiency in Python and core data science libraries (e.g., Pandas, NumPy, Scikit-learn).
  • Deep experience with one major deep learning framework : PyTorch (preferred), TensorFlow, or JAX.
  • Proficiency with NLP tools, particularly the Hugging Face stack (Transformers, PEFT, Datasets).
  • The Assets :

  • Experience in the telecommunications or networking industry, including familiarity with network data sources like SNMP, syslog, gNMI / gRPC, and network alarms.
  • Knowledge of multi-layer networking, from optical (DWDM, OTN) to packet (L2 switching, L3 routing / IP / MPLS).
  • Experience deploying models on cloud platforms like GCP Vertex AI, AWS SageMaker, or Azure ML.
  • Familiarity with MLOps tools and principles (e.g., MLflow, Kubeflow, CI / CD pipelines for models).
  • Published research in top-tier AI / ML conferences or journals.
  • Pay Range :

    Canada : $81,600.00 - $130,400.00

    USA : $91,000 - $145,400.00

    #LI-JD

    Pay ranges at Ciena are designed to accommodate variations in knowledge, skills, experience, market conditions, and locations, reflecting our diverse products, industries, and lines of business. Please note that the pay range information provided in this posting pertains specifically to the primary location, which is the top location listed in case multiple locations are available.

    Non-Sales employees may be eligible for a discretionary incentive bonus, while Sales employees may be eligible for a sales commission. In addition to competitive compensation, Ciena offers a comprehensive benefits package, including medical, dental, and vision plans, participation in 401(K) (USA) & DCPP (Canada) with company matching, Employee Stock Purchase Program (ESPP), Employee Assistance Program (EAP), company-paid holidays, paid sick leave, and vacation time. We also comply with all applicable laws regarding Paid Family Leave and other leaves of absence.

    Not ready to apply? Join our Talent Community to get relevant job alerts straight to your inbox.

    At Ciena, we are committed to building and fostering an environment in which our employees feel respected, valued, and heard. Ciena values the diversity of its workforce and respects its employees as individuals. We do not tolerate any form of discrimination.

    Ciena is an Equal Opportunity Employer, including disability and protected veteran status.

    If contacted in relation to a job opportunity, please advise Ciena of any accommodation measures you may require.

    Create a job alert for this search

    Senior Data Scientist • Burlington, MA, United States

    Related jobs
    • Promoted
    Senior AI Engineer (AI Foundations, LLM Core)

    Senior AI Engineer (AI Foundations, LLM Core)

    Capital OneCambridge, MA, US
    Full-time +1
    Business Risk Guide- Enterprise Services Risk Office.We are hiring! The Enterprise Services Business Risk Office provides risk management support to several lines of business including : Brand, Ente...Show moreLast updated: 30+ days ago
    • Promoted
    Senior AI Engineer - LLM & Agentic Systems

    Senior AI Engineer - LLM & Agentic Systems

    VeraltoWatertown, MA, United States
    Full-time
    Thriving in a supportive team environment that inspires you to strive for excellence.Joining a company with a proven track record of success and an exciting future. Contributing to a brighter, more ...Show moreLast updated: 30+ days ago
    • Promoted
    Senior AI Engineer (AI Foundations, LLM Core) (m / w / d)

    Senior AI Engineer (AI Foundations, LLM Core) (m / w / d)

    Capital OneCambridge, MA, United States
    Full-time +1
    Senior AI Engineer (AI Foundations, LLM Core).At Capital One, we are creating responsible and reliable AI systems, changing banking for good. For years, Capital One has been an industry leader in us...Show moreLast updated: 1 day ago
    • Promoted
    • New!
    Remote Financial Advising Expert - AI Trainer ($50-$60 / hour)

    Remote Financial Advising Expert - AI Trainer ($50-$60 / hour)

    Data AnnotationSalem, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 1 hour ago
    • Promoted
    • New!
    Remote Sales & Trading Associate - AI Trainer ($50-$60 / hour)

    Remote Sales & Trading Associate - AI Trainer ($50-$60 / hour)

    Data AnnotationLeominster, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 1 hour ago
    • Promoted
    • New!
    Senior Responsible AI Data Scientist

    Senior Responsible AI Data Scientist

    HumanaBoston, MA, United States
    Full-time
    Become a part of our caring community and help us put health first.Humana is seeking a Senior Responsible AI Data Scientist to champion the ethical development of artificial intelligence across our...Show moreLast updated: 21 hours ago
    • Promoted
    • New!
    Remote Senior FP&A Analyst - AI Trainer ($50-$60 / hour)

    Remote Senior FP&A Analyst - AI Trainer ($50-$60 / hour)

    Data AnnotationHaverhill, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 1 hour ago
    • Promoted
    Travel MRI Tech - $3,029 per week in Springfield, MA

    Travel MRI Tech - $3,029 per week in Springfield, MA

    AlliedTravelCareersWorcester, Massachusetts, US
    Full-time
    AlliedTravelCareers is working with Medical Solutions to find a qualified MRI Tech in Springfield, Massachusetts, 01107!. A facility in Springfield, MA is seeking its next amazing MRI Technologist.R...Show moreLast updated: 29 days ago
    • Promoted
    Remote FinTech Product Analyst - AI Trainer ($50-$60 / hour)

    Remote FinTech Product Analyst - AI Trainer ($50-$60 / hour)

    Data AnnotationLawrence, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 21 days ago
    • Promoted
    Remote Investment Analyst – AI Trainer ($50-$60 / hour)

    Remote Investment Analyst – AI Trainer ($50-$60 / hour)

    Data AnnotationLawrence, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 21 days ago
    • Promoted
    • New!
    Remote Corporate Development Associate - AI Trainer ($50-$60 / hour)

    Remote Corporate Development Associate - AI Trainer ($50-$60 / hour)

    Data AnnotationFitchburg, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 1 hour ago
    • Promoted
    Senior AI / ML Scientist II

    Senior AI / ML Scientist II

    Dentsply SironaWatertown, MA, United States
    Full-time
    Dentsply Sirona is the worlds largest manufacturer of professional dental products and technologies, with a 130-year history of innovation and service to the dental industry and patients worldwide....Show moreLast updated: 1 day ago
    • Promoted
    Travel Nurse - RN - Home Health - $2213 / Week

    Travel Nurse - RN - Home Health - $2213 / Week

    Fusion Medical StaffingEpping, NH, US
    Full-time
    Fusion Medical Staffing is seeking an experienced Home Health Registered Nurse for an exciting Travel Nursing job in Epping, NH. Shift : Inquire Start Date : 11 / 17 / 2025 Duration : 13 weeks Pay : $2213 / ...Show moreLast updated: 1 day ago
    • Promoted
    Travel Nurse - RN - Home Health - $2213 / Week - Hiring Now

    Travel Nurse - RN - Home Health - $2213 / Week - Hiring Now

    Fusion Medical StaffingEpping, NH, US
    Full-time
    Fusion Medical Staffing is seeking an experienced Home Health Registered Nurse for an exciting Travel Nursing job in Epping, NH. Shift : Inquire Start Date : 11 / 17 / 2025 Duration : 13 weeks Pay : $2213 / ...Show moreLast updated: 1 day ago
    • Promoted
    • New!
    Remote M&A Integration Manager - AI Trainer ($50-$60 / hour)

    Remote M&A Integration Manager - AI Trainer ($50-$60 / hour)

    Data AnnotationMarlborough, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 1 hour ago
    • Promoted
    • New!
    Remote M&A Associate - AI Trainer ($50-$60 / hour)

    Remote M&A Associate - AI Trainer ($50-$60 / hour)

    Data AnnotationLawrence, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 1 hour ago
    • Promoted
    Remote FP&A Manager – AI Trainer ($50-$60 / hour)

    Remote FP&A Manager – AI Trainer ($50-$60 / hour)

    Data AnnotationPeabody, Massachusetts
    Remote
    Full-time +1
    We are looking for a finance professional to join our team to train AI models.You will measure the progress of these AI chatbots, evaluate their logic, and solve problems to improve the quality of ...Show moreLast updated: 21 days ago
    • Promoted
    Travel MRI Tech - $2,272 to $2,611 per week in Boston, MA

    Travel MRI Tech - $2,272 to $2,611 per week in Boston, MA

    AlliedTravelCareersWorcester, Massachusetts, US
    Full-time
    AlliedTravelCareers is working with Fusion Medical Staffing to find a qualified MRI Tech in Boston, Massachusetts, 02115!. Facility in Boston, Massachusetts.Fusion Medical Staffing is seeking a skil...Show moreLast updated: 30+ days ago