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ML Engineer – Custom GPT Models

Plný úvazek
Plat: Neuvedeno
Plně vzdálený
zkušenosti: > 3 roky
Vzdělání: PhD

GoodAI
GoodAI

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Pozice

Popis pozice

Are you interested in transformer based AI models and their applications in computer games? Do you have a background in Deep Learning? Would you like to push the boundaries of AI in computer games and work on artificial general intelligence? 

You will have an opportunity to work on a novel game revolving around AI and large language models. Your work will range from concept creation through to implementation, testing and deployment.

  • Design, train and deploy custom transformer based large language models for areas such as chatbots, information extraction, sentiment analysis, language model driven behavior

  • Organize collection of human-curated training data

  • Deploy the models in the cloud

  • Design and evaluate model performance and accuracy metrics relevant to the game

  • Find creative solutions for challenges such as limited amount of data, real-time inference speed requirements and delivering models with a low cost of inference

  • Perform code reviews, write documentation

  • Present solutions

  • Take part in team-wide meetings and discussions

  • Share your knowledge with the rest of the team

Learn more about our AI game:

We offer:

  • Great team!

  • Effective development & processes not delayed by bureaucracy

  • Work on a product with an ambition for being novel

  • Opportunity to make a significant impact

  • Healthy work-life balance and five weeks of paid holidays

  • Unlimited sick days (we trust our people)

  • Unique working environment – Oranzerie

  • Remote collaboration is the norm – take home office anytime you want or work from another country

  • Relocation package

  • Competitive compensation and a generous bonus model

  • Stock options

  • Family-friendly

  • Team socialization – games, parties, outdoor activities, trips. Bring your family members!

  • Talent development and long career rewards – time dedicated for study.

  • Company-paid online and offline education courses, books and magazines, participation at industry conferences and workshops

  • Studio cafeteria with free coffee and healthy fruit days

  • Regular company lunches and outside grills

Team Culture

  • Results-oriented: we measure ourselves only by our results

  • **No limits: **we can achieve anything; we are pushing our limits in technology and art

  • Integrity: we have the courage to do the right thing, regardless of the consequences and the inconvenience

  • Extreme ownership: It does not matter if you are a leader or an individual contributor. Every team member accepts accountability and equal responsibility for our collaborative effort.

  • Excellence in execution: Our teams aim for excellence in everything we do – we get what we tolerate

  • Simplicity in design: less is better; avoid feature creep; simplicity is the ultimate sophistication

  • Teamwork: we treat our colleagues with respect, supporting each other throughout to ensure we maximize the value for everyone while creating an atmosphere of trust*


Požadavky na pozici

  • Experience with transformer-based language models 

  • Desire to create own smaller LLM models with advanced reasoning capabilities

  • Knowledge of both API-only models like GPT-3.5, 4, as well as open-source LLMs such as LLama, Alpaca, Vicuna, MPT, RedPajama, GPT4All and others (e.g. on HuggingFace)

  • Experience with fine-tuning these models and model optimizations (for inference speed / cost)

  • Sparsification of LLMs, Cost reduction

  • Knowledge of MLOps stacks such as AWS, Docker, REST APIs, scaling

  • Experience collaborating with other developers in an Agile environment: communication, version control, and issue tracking

  • Ability to learn – you learn new concepts and skills rapidly, and look to understand things in an in-depth way

  • Passion for games and the latest machine learning developments

  • Ability to read and understand machine learning related papers

  • Background or professional interest (coupled with good knowledge) in deep learning, language models and transformers

  • Drive – you’re energetic, hard-working, and persevere through adversity until the job is done, and done well. You are motivated by getting results and always aim for excellence in what you do

  • Communicative level of English – you will be part of an international team since our colleagues are from all over the world; you must be able to clearly explain your ideas and solutions

  • Friendly personality, respectful approach

  • Hacker Mindset – try things fast, rather do it now in a dirty but functional way then take a few months

Considered a plus:

  • University degree / Ph.D. in a related field (Machine Learning, Computer Science, Robotics, etc..)

  • Deep understanding of how language models work under the hood

  • Experience with tweaking transformer based architectures

  • Previous work experience on computer games or chatbots

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