Director, Machine Learning Engineering

Found in: Talent AU C2 - 2 weeks ago


Melbourne, Australia Bain & Company Inc Full time

WHAT MAKES US A GREAT PLACE TO WORK

We are proud to be consistently recognized as one of the world's best places to work, a champion of diversity and a model of social responsibility. We are a Glassdoor Best Place to Work and we have maintained a spot in the top four since its founding in 2009. We believe that diversity, inclusion and collaboration are key to building extraordinary teams. We hire people with exceptional talents, abilities and potential, then create an environment where you can become the best version of yourself and thrive both professionally and personally.

WHO YOU’LL WORK WITH

Working alongside our generalist consultants, Bain's Advanced Analytics Group (AAG) helps clients across industries solve their biggest problems using our expertise in data science, customer insights, statistics, machine learning, data management, supply chain analytics and data engineering. Stationed in our global offices, AAG team members hold advanced degrees in computer science, engineering, AI, data science, physics, statistics, mathematics, and other quantitative disciplines, with backgrounds in a variety of fields including tech, data science, marketing analytics and academia.

WHAT YOU’LL DO

As a member of the growing Data Science and Machine Learning (ML) Engineering team in Bain’s Advanced Analytics Group, you will:

  • Develop, deploy and support industry-leading machine learning solutions, aimed at solving client problems across industry verticals and business functions
  • Provide thought championing in state-of-the-art machine-learning techniques
  • Collaborate closely with and influence business consulting staff and leaders as part of multi-disciplinary teams to assess opportunities and develop data-driven solutions for Bain clients across a variety of sectors
  • Translate business objectives into data and analytics solutions and, translate results into business insights using appropriate data engineering and data science applications
  • Partner closely with other engineering and product specialists at Bain to support development of innovative analytics solutions and products
  • Transform existing prototype code into optimized scalable, production-grade software
  • Manage the development of re-usable frameworks, models and components
  • Drive best practices in machine learning engineering and MLOps
  • Develop relationships with external data and analytics vendors
  • Act as Professional Development Advisor to a team of 3-5 machine learning engineers
  • Support AAG leadership in extending and growing our machine learning, engineering and analytics capabilities
  • Help develop Advanced Analytics intellectual property and identify areas of new opportunity for data science and analytics for Bain and its clients
  • Travel is required (30%)

ABOUT YOU

  • Advanced Degree in a quantitative discipline such as Computer Science, Engineering, Physics, Statistics, Applied Mathematics, etc.
  • 10+ years of software engineering, analytics development or machine learning engineering experience
  • 3+ years of experience managing data scientists and ML engineers
  • Strong understanding of fundamental computer science concepts, software design best practices, software development lifecycle and common machine learning design patterns
  • Solid understanding of foundational machine learning concepts and algorithms
  • Broad experience deploying production-grade machine learning solutions on-premise or in the cloud
  • Expert knowledge of Python programming and machine learning frameworks (Scikit-learn, TensorFlow, Keras, PyTorch, etc.)
  • Experience implementing ML automation, MLOps (scalable development to deployment of complex data science workflows) and associated tools (e.g. MLflow, Kubeflow)
  • Experience working in accordance with DevSecOps principles, and familiarity with industry deployment best practices using CI/CD tools and infrastructure as code (e.g., Docker, Kubernetes, Terraform)
  • Extensive experience in at least one cloud platform (e.g. AWS, GCP, Azure) and associated machine learning services, e.g. Amazon SageMaker, Azure ML, Databricks
  • Familiarity with Agile software development practices
  • Strong interpersonal and communication skills, including the ability to explain and discuss machine learning concepts with colleagues and clients
  • Ability to collaborate with people at all levels and with multi-office/region teams
  • Ability to work without supervision and juggle priorities to thrive in a fast-paced and ambiguous environment, while also collaborating as part of a team in complex situations

ADDITIONAL SKILLS

  • Proficiency with core techniques of linear algebra (as relevant for implementation of ML models) and common optimization algorithms
  • Experience using distributed computing engines, e.g. Dask, Ray, Spark
  • Experience using big data technologies and distributed computing engines, e.g. HDFS, Spark, Kafka, Cassandra, Solr, Dask


  • Melbourne, Australia Monash University Full time

    **PhD Opportunity: Machine learning-based kinetic modelling on the thermal decomposition of plastic waste via pyrolysis**: **Job No.**:661850 **Location**:Clayton / Advanced Fuel Innovation premises in Melbourne VIC **Employment Type**: Full-time **Duration**: 4-year fixed-term appointment **Remuneration**:Scholarship package of $46,000 annually (2024...

  • Ta Labourer

    2 days ago


    Melbourne, Australia RecruitAustralia Full time

    **RECRUITAUSTRALIA.COM** INDUSTRY SPECIALIST - ENGINEERING, CNC & TECHNICAL TRADES, SALES AND MANAGEMENT - **TA / LABOURER.**: - **IDEAL FOR TA METAL SHOP MACHINE OPERATOR AND FABRICATION EXPERIENCE**: - **CLEAN MODERN WORKSHOP.**: - **PERMANENT FULLTIME ROLES.**: - **REF NUMBER 71** **MUST BE LIVING IN AUSTRALIA TO APPLY** **WILL TRAIN THE RIGHT...

  • Machine Operator

    6 days ago


    Melbourne, Australia Adecco Full time

    Learn valuable skills in a supportive and dynamic work environment. - Join Australia's largest Glass cutting tables manufacturer. - Learn valuable skills in a supportive and dynamic work environment. As an Automatic Glass Machine Operator, you will play a crucial role in the manufacturing process of high-quality glass products. While prior experience is...


  • Melbourne, Australia Alfred Health Full time

    **Alfred Health** Alfred Health is a leader in health care delivery, improvement, research and education. We are the main provider of health services to people living in the inner southeast suburbs of Melbourne, from ambulatory to inpatient and home and community-based services. - **Ongoing Position**: - ** Full Time - 80 Hours + ADO**: - ** HS23**: - **...


  • Melbourne, Australia APS Resources Full time

    One of the main directions of work is data evaluation. We are looking for people with English as a mother language and who also speak Russian (as a foreign language or as a second native). You will need to classify the data, evaluate the correctness of the translation, and perform other similar tasks. The main goal of this project is to train machine...

  • Centre Director

    Found in: Talent AU C2 - 2 weeks ago


    Melbourne, Australia Green Leaves Early Learning Full time

    The Centre Director is responsible for overseeing and monitoring the delivery of high-quality education and care within their Centre. The Centre Director is responsible for ensuring that the highest standards of care, education and support are implemented for Staff, Children and Families within a local community service.

  • CNC Programmer

    Found in: Talent AU C2 - 2 weeks ago


    Melbourne, Australia Australia Wide Engineering Recruitment Full time

    CNC Programmer / Operator CNC Programmer Operator for DMG MORI SEIKI DCG NH 4000 5 axis Milling Machines or CNC Swiss Star Lathes Development potential to grow with the company High Tech Robotic Automation system Permanent position  Day shift  hours Great culture with clean facilities The CompanyA great opportunity exists for an experienced and qualified...

  • Tradesperson, Mechanical

    Found in: Talent AU C2 - 2 weeks ago


    Melbourne, Australia 309 FLSmidth Pty. Ltd. Full time

    Join a diverse and inclusive work culture.Our differences make us unique and stronger. Every day, you will work with colleagues from different cultures. You will be challenged to see things in a new way and you will experience why differences are a strength. We actively support diversity and inclusion. And we work for equality, ensuring we all have an equal...

  • Associate Director

    2 days ago


    Melbourne, Australia Network Rail Consulting Full time

    **About us**: Network Rail Consulting is the international consultancy arm of Network Rail, the owner of Britain’s railway. Our work is driven by our values**:passion, agility, collaboration, impartiality.** In Australia, Network Rail Consulting has a core team of specialists permanently based in New South Wales, Victoria and Queensland that is...

  • Cloud Support Engineer

    Found in: Talent AU C2 - 2 weeks ago


    Melbourne, Australia Amazon Full time

    DESCRIPTIONAmazon Web Services is the market leader and technology forerunner in the Cloud business. As a member of the AWS Support team you will be at the forefront of this transformational technology, assisting a global list of companies and developers that are taking advantage of a growing set of services and features to run their mission-critical...

  • Machine Operators

    4 days ago


    Melbourne, Australia Visy Full time

    **Job no**: 507942 **Work type**: Full Time **Location**: Melbourne - North At Visy, our people make us stand out from the crowd. We’re always seeking solutions, opportunities, and possibilities. We look for people who see what’s ahead and run towards it. These people are helping us to achieve our vision to become the global leader in sustainable...

  • Machine Operators

    4 days ago


    Melbourne, Australia Visy Full time

    **Job no**: 508091 **Work type**: Full Time **Location**: Melbourne - North At Visy, our people make us stand out from the crowd. We’re always seeking solutions, opportunities, and possibilities. We look for people who see what’s ahead and run towards it. These people are helping us to achieve our vision to become the global leader in sustainable...


  • Melbourne, Australia QLM Label Makers Full time

    ***QLM MELBOURNE MOORABBIN** Are you keen to work in a dynamic and growing company with a **culture of excellence and CARES values?** QLM Elna Press is Australia’s leading innovative and service driven label manufacturer and we are looking for an **Experienced Machine Operator All Rounder** to join our printing team based in the SE Melbourne suburb of...

  • Analytics Engineer

    Found in: Talent AU C2 - 1 week ago


    Melbourne, Australia AGL Full time

    Join the change. Together, we’ll make history.As we keep the lights on for over four million customers and move towards a more sustainable way of life, it’s an exciting time to be at AGL. We’re re-imagining how homes and business live and work across the country and we want you to be a part of it. This moment will define our time, and your career as...

  • Intelligent Data Platform

    Found in: Talent AU C2 - 2 days ago


    Melbourne, Australia Avanade Full time

    Intelligent Data Platform - Data Engineering ManagerLeading organisations – corporations, non-profits, government departments, look to Avanade to help them make the most of their investment in Microsoft and to push the boundaries of digital innovation. The result? Interesting work that is well supported, always evolving and sure to keep you engaged and...

  • Engineering Manager

    5 days ago


    Melbourne, Australia Pair Connect Group Pty Ltd Full time

    Opportunity to be a part of Iconic infrastructure in Australia - Exciting team with a fantastic culture - working 5 days a week - Work with new and innovative technologies Our client is an exciting civil contractor /consultancy located in the heart of Melbourne VIC **About the Role**: We are currently seeking an Associate Engineer / Engineering Manager for...

  • Pouch Machine Assistant

    Found in: Talent AU C2 - 3 weeks ago


    Melbourne, Australia ePac Flexible Packaging France Full time

    A bit about us: ePac is the first flexible packaging company A bit about the role: Looking to start your career in the digital world? Look no further, launch into your career as a Pouch Assistant (PA) and best news is we train you on the job so not much experience is needed just a awesome can do attitude and team player. The Pouch assistant reports...

  • Electrical Engineer

    Found in: Talent AU C2 - 3 weeks ago


    Melbourne, Australia Lycopodium Full time

    With offices in Australia, Africa, Canada, Peru and the Philippines, Lycopodium proudly delivers high quality professional engineering and project delivery services globally, across the resources, infrastructure and industrial processes sectors. By joining our global team and learning from renowned subject matter experts, we can offer you a diverse career...

  • Site Engineer

    Found in: Talent AU C2 - 3 weeks ago


    Melbourne, Australia Laing O'Rourke Full time

    About the role Laing O’Rourke has recently been appointed as Managing Contractor for the Initial Works and Early Works package of Suburban Rail Loop; the huge package of works includes preparing sites for the launch of tunnel boring machines, moving and protecting underground services, ground improvement, geotechnical investigations and roads...


  • Melbourne, Australia Amazon Commercial Services Pty Ltd Full time

    Amazon is seeking for Reliability Maintenance & Engineering (RME) Technicians to join our Maintenance & Engineering team at our Sort Center in the Northern Melbourne Suburb of Craigieburn.The focus of the Maintenance Technician role is to ensure safety regulations and policies are adhered to, to ensure preventative maintenance is conducted on time to a high...