Job Location: Bangalore/Bengaluru
- Roles and Responsibilities:
- Propose and implement high-impact data and analytic solutions that address business challenges across a variety of manufacturing business units
- Plan and execute projects, including direction and oversight of technical work of associate Data Scientists
- Work with diverse technical teams and provide data and analytic oversight to ensure project deliverables fulfill business needs and timing
- Identify long-term technical innovations and collaborate with the Advanced Analytics Center of Expertise
- Design machine learning systems
- Research and implement appropriate ML algorithms and tools
- Select appropriate datasets and data representation methods
- Run machine learning tests and experiments
- Perform statistical analysis and fine-tuning using test results
- Train and retrain systems when necessary
- Extend existing ML libraries and frameworks
- Develop intelligent algorithms capable of learning, analyzing and predicting future events.
- Support critical business operations and decision making through creation of high quality and automated reports, business intelligence and business process visualization.
- Collaborate with business, IT, and analytics community to capture, prioritize, and document data analytic requirements and drive measurable results.
- Understand business requirements and write user stories and framework for IT development team in agile project environment.
- Develop Proof of Concept for novel and complex data processing methods.
- Propose solutions and strategies to address business challenges and drive business impact.
- Analyze large amounts of data and determine the meaning of trends and patterns to improve and streamline the business processes.
- Apply Data Science and Modeling techniques to drive data driven decision making and solve complex business problems:
- Create breakthrough solutions, performing exploratory and targeted data analyses
- Build predictive models and machine-learning algorithms
- Analyze large amounts of diverse information to discover trends and patterns
- Undertake preprocessing of structured and unstructured data
- Monitor and sustain model effectiveness
- Combine models through ensemble modeling
- Present complex information using data visualization techniques
- This position will be based out of GM Technical Center India in Bangalore.
- Additional Job DescriptionAdditional Job DescriptionKnowledge:
- Proven experience as a Machine Learning Engineer or similar role
- Proven experience developing, deploying and monitoring performance of large analytic data sets and machine learning based models
- Experience utilizing Big Data Tools and Databases: Hadoop, Teradata, Spark, Kafka, Advanced SQL and NoSQL including Postgres and Cassandra
- Understanding of data structures, data modeling and software architecture
- Deep knowledge of math, probability, statistics, and algorithms
- Demonstrated proficiency in multiple programming languages with a strong foundation in a statistical platform such as Python, R, SAS, or MatLab.
- Experience building AI models in platforms such as Keras, TensorFlow, or Theano.
- Ability to write robust code in Python, Java or R
- Familiarity with machine learning frameworks (like Keras or PyTorch) and libraries (like scikit-learn)
- Excellent communication skills
- Outstanding analytical and problem-solving skills
- Rigorous, analytical and creative mind. Must be pro-active, good listener and have a team spirit.
- Skills:
- Strong Communication with the ability to distill complex subjects to a wider audience.
- Excellent Collaboration & ability to build relationships.
- Process Driven mindset.
- Excellent Agile Project Management skills.
- Ability to learn on the fly.
- Go beyond the industry norm and demonstrate creativity in problem solving, ability to think dynamically and outside of standard convention, and adapt quickly to new technical areas.
- Desired Skills
- Ability to prioritize and manage multiple tasks and projects at once without sacrificing quality
- Strong listening and communications skills
- Highly collaborative work style
- Ability to evaluate the big picture and solve business problems rather than focusing solely on metrics
- Competencies:
- Safety Conscious, Customer Focus
- Innovative, Connects the Group to the Outside World
- Practices Self – Development, Develops Others
- Collaboration and Teamwork, Builds Relationships, Encourage and Motivates Others to High Performance
- Communicates Powerfully & Prolifically, Takes Initiative
- Technical/Professional Expertise, Solves Problems and Analyzes Issues
- Displays High Integrity and Honesty, Drive for Results, Managerial Courage
- Experience/Education:
- Bachelors/ Masters degree in Engineering or related field. Or Specialization in Mathematics, Statistics, Computer Science, information technology.
- Experience in Manufacturing Engineering processes, Industrial Engineering, Plant Floors Systems knowledge will be added advantage
- Flair for handling data & identifying useful information in data sets to suggest conclusions that support decision making.
- 5-10+ years’ experience in related field.
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