Machine Learning Engineer

5 days ago


Dublin, Ireland Playstation Network Full time

Ireland, DublinMachine Learning Engineer, Recommendation SystemDo you want to join a Machine Learning team committed to personalizing the PlayStation experience for hundreds of millions of users?We deliver impactful ML models and systems that serve an increasingly dynamic and personal experienceThe Machine Learning Engineers within the DTIS group will deliver optimized interactions across PlayStation experiences and systems by designing, coding, training, deploying, and evaluating very large-scale machine learning systems.We are looking for someone who can build delightful products and experiences for millions, in an agile environment, collaborating with teams across Engineering, Product, and Business.Further, you will be immersed in groundbreaking ML technologies, tools and processes, as you help to advance our technical objectives and architectural initiatives.You Will:Design and develop various machine learning and deep learning models and systems for high-impact consumer-facing applications such as content personalizations and product recommendations.Work with a broad spectrum of state-of-the-art machine learning and deep learning technologies in the areas of recommendation systems.Create metrics and design A/B test plans to evaluate model performance offline and online to inform and convey our impacts to diverse groups of stakeholders.Collaborate with cross-functional teams of technical members and non-technical members in architecture, design, and code implementations.Analyze and produce insights from a large amount of dynamic structured and unstructured data using modern big data technologies.Produce reusable code and conduct peer code reviews according to standard methodologies in Python.You Bring:Masters degree in CS/Statistics/Data Science, with a specialization in machine learning.Experience with Python, and ideally also Scala or Java.Experience in developing ML models for structured data.Proficient with Machine learning frameworks such as Tensorflow, PyTorch, Spark MLlib.Industry experience in designing and implementing large-scale machine learning-based recommender systems.Industry experience in A/B testing, experimentation design and test analysis.Strong coding, machine learning, and statistical knowledge.Preferred Qualifications:Experience with Databricks, Snowflake, Spark, Tecton, Kubernetes, Helm, Jenkins.Familiarity with standard methodologies in large-scale DL training/Inference.Experience in cloud-based environments, such as AWS.Experience working with custom ML platforms.Experience with LLM applied in recommendation systems.Proactive self-starter with experience working in fast-paced environments.Mid-Level Machine Learning EngineerDo you want to join a Machine Learning team committed to personalizing the PlayStation experience for hundreds of millions of users?We deliver impactful ML models and systems that serve an increasingly dynamic and personal experienceThe Machine Learning Engineers within the DTIS group will deliver optimized interactions across PlayStation experiences and systems by designing, coding, training, deploying, and evaluating very large-scale machine learning systems.We are looking for someone who can build delightful products and experiences for millions, in an agile environment, collaborating with teams across Engineering, Product, and Business.Further, you will be immersed in groundbreaking ML technologies, tools and processes, as you help to advance our technical objectives and architectural initiatives.You Will:Design and develop various machine learning and deep learning models and systems for high-impact consumer-facing applications such as content personalizations and product recommendations.Work with a broad spectrum of state-of-the-art machine learning and deep learning technologies in the areas of recommendation systems.Create metrics and design A/B test plans to evaluate model performance offline and online to inform and convey our impacts to diverse groups of stakeholders.Collaborate with cross-functional teams of technical members and non-technical members in architecture, design, and code implementations.Analyze and produce insights from a large amount of dynamic structured and unstructured data using modern big data technologies.Produce reusable code and conduct peer code reviews according to standard methodologies in Python.You Bring:Masters degree in CS/Statistics/Data Science, with a specialization in machine learning.Experience with Python, and ideally also Scala or Java.Experience in developing ML models for structured data.Proficient with Machine learning frameworks such as Tensorflow, PyTorch, Spark MLlib.Industry experience in designing and implementing large-scale machine learning-based recommender systems.Industry experience in A/B testing, experimentation design and test analysis.Strong coding, machine learning, and statistical knowledge.Preferred Qualifications:Experience with Databricks, Snowflake, Spark, Tecton, Kubernetes, Helm, Jenkins.Familiarity with standard methodologies in large-scale DL training/Inference.Experience in cloud-based environments, such as AWS.Experience working with custom ML platforms.Experience with LLM applied in recommendation systems.Proactive self-starter with experience working in fast-paced environments.Equal Opportunity Statement:Sony is an Equal Opportunity Employer.All persons will receive consideration for employment without regard to gender (including gender identity, gender expression and gender reassignment), race (including colour, nationality, ethnic or national origin), religion or belief, marital or civil partnership status, disability, age, sexual orientation, pregnancy or parental, trade union membership or membership in any other legally protected category.Equal Opportunity Statement:We strive to create an inclusive environment, empower employees and embrace diversity.We encourage everyone to respond.PlayStation is a Fair Chance employer and qualified applicants with arrest and conviction records will be considered for employment.By checking this box, I consent to PlayStation Global collecting, storing, and processing my responses to the demographic data surveys above.Apply for this job*indicates a required fieldFirst Name *Last Name *Email *PhoneCountry *Phone *Resume/CV *Enter manuallyAccepted file types: pdf, doc, docx, txt, rtfEnter manuallyAccepted file types: pdf, doc, docx, txt, rtfLinkedIn ProfileWebsiteWhat is your current salary?What are your salary expectations?*What is your current notice period?* Select...Have you previously worked for Sony?* Select...How did you hear about this job?* Select...If Employee Referral, please provide the name of the employee who referred you.Do you wish to be considered for other roles?Select...Do you hold the right to work in Ireland?* Select...If Other, please provide additional information regarding your right to work in the GermanyWould you like to stay connected with us?* Select...Question: Stay Connected for Future Opportunities ?Thank you so much for considering a role with usShould this position not be the perfect fit right now, we would be excited about the chance to explore future opportunities with you.By selecting "Yes," you'll allow us to keep your details on file for the next 24 months.This means we can reach out to you about other exciting roles that may fit your skills and interests as they come up.We're eager to stay connectedWe take your privacy seriously and will ensure your information is securely stored and used only for recruitment purposes, as outlined in our (Candidate Privacy Notice ).Please take a moment to review it for more details.How many years of industry experience do you have with recommendation systems or other similarity matching systems?* Select...Have you ever deployed real-time ML models into production?* Select...How many years of industry experience do you have with A/B testing, experimentation design, and test analysis?* Select...UK Diversity & Inclusion - Voluntary Equal Opportunity MonitoringSony Interactive Entertainment Europe Limited ('SIEE') is committed to ensuring that all job applicants and members of staff are treated equally, without discrimination because of gender, sexual orientation, marital or civil partner status, gender reassignment, race, colour, nationality, ethnic or national origin, religion or belief, disability or age.Collecting diversity data is intended to help SIEE maintain equal opportunities best practice and identify barriers to workforce equality and diversity.Please read this notification and consent before you decide whether to submit your diversity data in the survey below.SIEE will treat all survey responses in the strictest confidence, and our personnel with decision-making role in the recruitment process can only see aggregated reports on the results of the survey and cannot allocate these aggregated reports to individual applicants.There is no obligation on you to provide diversity data, SIEE will treat all applicants the same regardless of whether they provide diversity data or not, and any responses to the survey will not affect our decision on your application.You can withdraw your consent at any time.The withdrawal of your consent does not affect the lawfulness of the processing of your diversity data based on your consent before its withdrawal.Please tick this box to confirm that you explicitly consent to providing the diversity data below, including the below sensitive information on your racial or ethnic origin, your sexual orientation and your gender identity, and to SIEE using this data as Select...How would you describe your gender identity?Select...How would you describe your nationality and/or ethnicity?Select...Do you identify as transgender?Select...How would you describe your sexual orientation?Select...By checking this box, I consent to PlayStation Global collecting, storing, and processing my responses to the demographic data surveys above.#J-*****-Ljbffr



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