Senior Machine Learning Engineer

Posted Yesterday
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Dublin, IRL
Hybrid
Senior level
Gaming • Information Technology • Mobile • Software • Esports
2K develops and publishes interactive entertainment for video game consoles, personal computers, and mobile devices.
The Role
Design, deploy, and operate production ML models and MLOps workflows (real-time and batch). Partner with ML scientists and studios to integrate ML services into games, build CI/CD, model registry/feature store practices, monitor drift, prototype ML/GenAI solutions, and mentor engineering teams.
Summary Generated by Built In

At 2K, we create some of the most iconic and culture-shaping video games in entertainment, including NBA® 2K, one of the top-selling franchises in the world, and legendary titles like BioShock®, Borderlands®, Mafia, Sid Meier’s Civilization®, and XCOM®, as well as fan favorites WWE® 2K, TopSpin®, and PGA TOUR® 2K. We build unforgettable experiences by pushing the boundaries of creativity, authenticity and innovation across every genre.

Our portfolio is brought to life by some of the most influential game development studios in the world. Visual Concepts, Firaxis Games, Hangar 13, Cat Daddy Games, 31st Union, Cloud Chamber, Gearbox, HB Studios, and 2K SportsLab create world-class experiences across platforms.

But what truly powers 2K is our people.

We believe the best ideas come from teams that feel empowered, supported, and inspired. As an equal opportunity employer, we are committed to fostering a diverse, inclusive workplace where people are encouraged to come as they are and do their best work. 

What We Need

You are an exceptional software engineer with a strong track record of deploying and operating ML models in production, particularly as low-latency, high-availability prediction services. You can deploy ML models as real-time, near-real-time, or batch services depending on the requirements of the use case. You bring deep, hands-on machine learning experience with a working command of ML algorithm types and tasks, the end-to-end ML lifecycle, and modern modeling and serving frameworks.

You operate with autonomy and judgment. You're a solution-oriented, creative problem solver and a self-starter who drives initiatives end-to-end: scoping ambiguous problems, making sound architectural choices across multi-component systems, and shipping to deadline. As a senior engineer, you raise the bar around you by setting technical direction, mentoring others, and championing engineering standards across the team and wider ML community.

What You Will Do

  • Partner with ML scientists, data engineers, central tech, and game studios to deploy ML models as production-grade decision services and integrate them into larger systems and live products. 
  • Own and mature Machine Learning Ops practice: CI/CD for models, model registry and feature stores, real-time inference at scale, monitoring, drift detection, and reproducibility. Advocate for engineering best practices across the community. 
  • Design and rapidly prototype ML-powered products for applications including recommenders, matchmaking, cheat/toxicity intervention, and economy balancing. 
  • Work closely with studio devs and central tech to plan and execute the integration of ML applications into games on launch timelines. 
  • Identify, evaluate, and pilot opportunities to apply  GenAI/LLM to enable new use cases, and translate promising concepts into secure, scalable, and measurable solutions.

What Will Make You A Great Fit

  • Bachelor's degree in Computer Science, Computer/Electrical Engineering, or a related STEM field and 4+ years in software development/engineering, including substantial experience deploying ML in production, or Master's degree with 2-4 years of relevant experience.
  • Strong programming skills, proficient in Python. Familiarity with a high-performance systems language (C, C++, Java, Rust, …) is a plus. Comfortable across object-oriented and functional paradigms, and quick to pick up new languages as needed.
  • Solid grounding in common ML tasks (supervised and unsupervised; reinforcement learning a plus) and commonly used algorithms across traditional ML and deep learning, with the ability to learn new approaches quickly. 
  • Hands-on with modern ML frameworks such asPyTorch, TensorFlow, scikit-learn, or Spark ML. 
  • Production experience with cloud infrastructure (AWS, GCP, or Azure), containers and orchestration (e.g. Kubernetes), serverless, and microservice architecture. 
  • Hands-on with MLOps and CI/CD tooling including model registries, feature stores, pipeline orchestration (e.g. Airflow, Kubeflow, or MLflow), and automated training, deployment, and monitoring. 
  • Experience with modern data technologies such as relational and NoSQL databases, and lakehouse/big-data tooling such as Apache Spark or Databricks/Delta. 
  • Flexibility to start and end late to offer a couple of hours overlap with our US HQ (core hours approximately 10:00–18:30 local) to enable close collaboration.

Nice To Have

  • Experience with recommender systems, search algorithms, matchmaking, or reinforcement learning technologies. 
  • Experience with infrastructure-as-code and infrastructure automation tools,  such as Terraform, or AWS CloudFormation. 
  • Experience with managed ML platforms such as Amazon SageMaker or Databricks.
  • Familiarity with stream processing tools such as Apache Kafka, Kinesis, or Spark Streaming. 
  • Familiarity with  GenAI and LLM application patterns and technologies,  including RAG, evaluation and guardrails, agentic workflows, or vector databases. 
  • Major game engines such as Unreal or Unity.

As an equal opportunity employer, we are committed to ensuring that qualified individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform their essential job functions, and to receive other benefits and privileges of employment. Please contact us if you need reasonable accommodation.


Please note that 2K Games and its studios never uses instant messaging apps or personal email accounts to contact prospective employees or conduct interviews and when emailing, only use 2K.com accounts.

#LI-Hybrid



Skills Required

  • Deploying and operating ML models in production, including low-latency, high-availability prediction services
  • Bachelor's degree in Computer Science, Computer/Electrical Engineering, or related STEM and 4+ years software development experience (or Master's with 2-4 years)
  • Proficient programming skills in Python
  • Solid grounding in common ML tasks and algorithms (supervised and unsupervised)
  • Hands-on experience with ML frameworks such as PyTorch, TensorFlow, scikit-learn, or Spark ML
  • Production experience with cloud infrastructure (AWS, GCP, or Azure), containers and orchestration (e.g., Kubernetes), serverless, and microservice architecture
  • Hands-on MLOps and CI/CD tooling including model registries, feature stores, pipeline orchestration (Airflow, Kubeflow, MLflow), automated training, deployment, and monitoring
  • Experience with relational and NoSQL databases, and lakehouse/big-data tooling such as Apache Spark or Databricks/Delta
  • Ability to scope ambiguous problems, make architectural decisions, drive initiatives end-to-end, and mentor teammates
  • Flexibility to shift hours for overlap with US HQ (core hours ~10:00-18:30 local)
  • Familiarity with a high-performance systems language (C, C++, Java, Rust, etc.)
  • Experience with reinforcement learning
  • Experience with recommender systems, search, matchmaking, or reinforcement learning technologies
  • Experience with infrastructure-as-code tools such as Terraform or AWS CloudFormation
  • Experience with managed ML platforms such as Amazon SageMaker or Databricks
  • Familiarity with stream processing tools such as Apache Kafka, Kinesis, or Spark Streaming
  • Familiarity with GenAI/LLM application patterns and technologies (RAG, evaluation/guardrails, agentic workflows, vector DBs)
  • Experience with major game engines such as Unreal or Unity

What the Team is Saying

2K Compensation & Benefits Highlights

  • Leave & Time Off Breadth U.S. role descriptions outline 14 paid holidays, substantial vacation or discretionary time off, up to 10 paid sick days, and paid parental and compassionate leave. These specifics are spelled out in job postings, with details varying by team and location.
  • Healthcare Strength Core coverage includes medical, dental, vision, basic life insurance, and telemedicine, alongside mental-health and wellbeing programs; some locations list carriers such as Cigna and Kaiser. Coverage is commonly characterized as solid even if not top-tier, with options differing by region.
  • Retirement Support A 401(k) plan is employer-verified and is frequently noted as including company matching. This sits within a broader savings framework supported by the parent company.

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The Company
HQ: Novato, CA
4,200 Employees
Year Founded: 2005

What We Do

2K is headquartered in Novato, California and is a wholly owned label of Take-Two Interactive Software, Inc. (NASDAQ: TTWO). Founded in 2005, 2K Games is a global video game company, publishing titles developed by some of the most influential game development studios in the world. Our studios responsible for developing 2K’s portfolio of world-class games across multiple platforms, include Visual Concepts, Firaxis, Hangar 13, CatDaddy, Cloud Chamber, 31st Union, and HB Studios. Our portfolio of titles is expanding due to our global strategic plan, building and acquiring exciting studios whose content continues to inspire all of us! 2K publishes titles in today’s most popular gaming genres, including sports, shooters, action, role-playing, strategy, casual, and family entertainment. Our team of engineers, marketers, artists, writers, data scientists, producers, thinkers and doers, are the professional publishing stewards of our growing library of critically-acclaimed franchises such as NBA 2K, 2K PGA, Battleborn, BioShock, Borderlands, The Quarry, The Darkness, Mafia, Sid Meier’s Civilization, Marvel’s Midnight Suns, WWE 2K, and XCOM. At 2K, we pride ourselves on creating an inclusive work environment, which means encouraging our teams to Come as You Are and do your best work! We encourage ALL applicants to explore our global positions, even if they don’t meet every requirement for the role. If you're interested in the job and think you have what it takes to work at 2K, we encourage you to apply!

Why Work With Us

We pride ourselves on creating an inclusive work environment, which means encouraging our teams to Come as You Are and do your best work! We push ourselves creatively to do the best work of our careers. We’re direct, open, and you’ll probably meet some new best friends – along with their dogs – sitting nearby. In short, it’s kinda awesome.

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Hybrid Workspace

Employees engage in a combination of remote and on-site work.

We are a blend of onsite, hybrid, and remote roles. Please refer to individual job descriptions for more details on location.

Typical time on-site: Flexible
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Gearbox Studio Québec
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