Senior Machine Learning Engineer

Speech Graphics is the leading audio-driven facial animation provider in the video-game industry. Unlike other technologies, Speech Graphics employs detailed muscle maps for extremely accurate real-time lip-sync. 

The company trades under two brands - 'Speech Graphics' and 'Rapport'.

Rapport is an innovative platform that integrates AI with animated digital characters, enabling engaging and meaningful interactions in any language. The Rapport platform is being used to bring best-in-class digital experiences to multiple sectors, including corporate training, immersive learning, and virtual influencers. 

With a culture that thrives on collaboration, creativity and pushing technological boundaries, we are committed to providing a workplace where people can grow, innovate and make an impact. Our teams are diverse, passionate, and driven by a shared goal of building groundbreaking products that shape the future of digital animation. 

ABOUT THE ROLE

As a Senior Machine Learning Engineer at Speech Graphics you will be responsible for driving the vision and implementation of MLOps pipelines and best practices. You will support the Research team by developing and maintaining the machine learning platform, ensuring seamless model deployment, and resolving technical issues or bugs as they arise. This role is critical in ensuring the accuracy, efficiency, and reliability of our machine learning operations, which are essential for the development and deployment of our speech animation technologies.

This role sits in the Research team and will require in-person attendance in our Edinburgh office, minimum 3 days per week.

THE KEY RESPONSIBILITIES

  • Drive the vision and implementation of MLOps pipelines and best practices to ensure efficient and scalable machine learning operations.
  • Develop and maintain internal tools, including the machine learning platform and python libraries.
  • Implement new machine learning algorithms from literature.
  • Collaborate closely with the research team to gather their requirements and provide technical support.
  • Identify, troubleshoot, and resolve technical problems and bugs promptly.
  • Maintain list of third party libraries dependencies to ensure compliance with information security and licensing standards.
  • Write and optimise production-ready code for product deployments.
  • Contribute to continuous integration/continuous deployment (CI/CD) for MLOps components.
  • Create and maintain comprehensive guidance and technical documentation to ensure knowledge sharing and operational continuity.
  • Assume a leadership role in projects, overseeing various project planning and management responsibilities.

Please note the above is illustrative, not exhaustive. Accordingly, there may be a requirement to undertake additional duties, consistent with the level of the post, as directed by management.

Requirements

Qualifications/ memberships or equivalent 🎓

  • Degree in Computer Science or equivalent

Experience, skills and knowledge ✍️

  • Proven experience in a similar role
  • Strong Python development skills
  • Experience with a machine learning toolkit, preferably PyTorch

Personal qualities & attributes 💥

  • Strong collaboration and communication skills, with the ability to work effectively in a multidisciplinary team and convey technical concepts to a variety of stakeholders

Additional 💻

  • Legal right to work in the UK
  • Ability to communicate in English fluently

The 'nice to have' but not essential for applying...

Experience, skills and knowledge 📚

  • Experience with neural rendering, computer vision and/or computer graphics
  • Strong experience with Python libraries - pandas or numpy
  • Experience with training and deploying machine learning models
  • Experience with CI/CD, including containerisation (Docker), test automation and cloud deployment
  • Strong math background, particularly linear algebra and 3D math
  • Good understanding of Linux (Ubuntu)
  • C++ development

Personal qualities & attributes 🗯️

  • Excellent problem-solving abilities, with a logical and analytical approach to addressing complex technical challenges
  • Commitment to continuous learning and staying up to date with the latest trends and advancements in machine learning, MLOps and related fields
  • Familiarity with any of the following domains: signal processing, speech technology, linguistics, and mathematical optimization

Benefits

This position will join an incredibly talented and diverse workforce as part of a pioneering and visionary technology start-up. In return, on top of a competitive salary you can expect:

Paid Time Off 🌴

  • Annual 28 days’ holiday allowance
  • Paid for holiday closure 24th December to 1st January inclusive

Free food and drink 🥤

  • Fully stocked kitchen with hot and cold drinks, snacks and fruit daily
  • Free soft and alcoholic drinks at social events

Fun socialising 🕺

  • Board games nights
  • Quizzes
  • Staff-run sport clubs
  • Variety of social events 

Self improvement and learning 🧠

  • Annual L&D budget
  • Established Employee Forum
  • 'Made Easy' sessions on exciting topics 
  • Chance to learn from diverse colleagues with heritage from around the world
  • An amazing innovative working environment

Workplace upgrades 💻 📈

  • Modern newly refurbished office in Edinburgh
  • Standing desk
  • Chill out areas
  • Casual clothing attire when in the workplace
  • Company branded swag

Positive health and wellbeing 💚

  • Optional private healthcare
  • Seasonal wellbeing activities
  • Access to Mental health first aiders

Other info:

We value our staff and treat everyone with respect and without discrimination. We are committed to encouraging equality and diversity among our workforce and eliminating unlawful discrimination. The aim is for our workforce to be truly representative of all sections of society and our customers, and for each employee to feel respected and able to give their best. We are an equal opportunity employer and encourage applications from a diverse and multicultural workforce.

Please note this is an Edinburgh, UK based role and applicants will require a legal right to work in the UK.

The established company Speech Graphics Ltd has headquarters based in Edinburgh and with other workbases located in Hungary, Singapore and the USA.

At Speech Graphics we specialise in one of the holy grails of computer facial animation: automatic, accurate lip sync. Given audio, our task is to create the illusion that the animated face you see is the source of the sound you hear. This illusion is notoriously difficult to achieve: the movements of speech are fast, complex and subtle, and viewers are highly sensitive to any mismatch between the face and the voice. Our world-class pipeline incorporates powerful speech analysis and procedural animation techniques to achieve this illusion consistently, allowing animators to handle overwhelming demand for high-quality dialogue.But Speech Graphics goes beyond good lip sync. Speech contains energy and emotion, and that too can be decoded from the voice and synchronised in the face. Using all available acoustic information, our algorithms drive not just the mouth but the entire face from audio input, from syllables to scowls.With the success of Speech Graphics, our technology has been pushed out to a wider market through Rapport.Rapport are building a fast-growing team of brand evangelists, scientists, engineers, designers, and doers who are focused on creating a positive future for human-machine communication. We solve hard problems and hold ourselves and our tech to a higher standard. We bring to life the physical manifestation of a brand, putting a face to the name. We are not your average “animation company”. We tackle every project with unbridled enthusiasm, promising to deliver the best experience--whether that be for internal employees, or enterprise leaders, customers, and clients.Rapport’s Speech Graphics engine takes a voice stream and analyses the spoken and unspoken sounds in the audio to capture the emotions of the speaker and generate the metrics to animate a digital avatar. The engine can coordinate data streams with external speech-to-text, text-to-speech, and conversational AIs to create seamless, low-latency conversations in real-time.

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