SCVS Data Science

 

Recruiter:

Staff Solutions Recruitment

Job Ref:

E.L000804/BG

Date posted:

Sunday, October 2, 2022

Location:

East london, South Africa

Salary:

Negotiable


SUMMARY:
Opportunity Available! Our leading client in the Automotive sector is looking to employ a SCVS Data Science to join their dynamic team in East London.

JOB DESCRIPTION:

Job Description: 

Software development for cloud services and services at the edge. Development and extension of micro-services that facilitate the ease of use of machine learning models in a manufacturing environment. Support on model training and system configuration best practices

Outputs
  • Liaise directly with various company manufacturing plants worldwide to provide product and service support.
  • Manage and coordinate system upgrades/bug fixes and support with product testing.
  • Design and model solutions for customer innovation and experience.
  • Design, research, develop, analyse and suggest new concepts as well as strategies.
  • Lead and direct different cross-functional programs and projects of varied sizes and types concurrently.
  • Coordinate all cross-functional activities, represent customers internally and collaborate with leaders in varied areas on allocation across projects and resource planning.
  • Ensure to exercise decision-making and independent judgment while being aligned with customers and management.
  • Promote innovations to support business requirements through activities that test, pilot and implement innovative concepts
  • Roll out and analyse the effectiveness of initiatives that leverage multiplatform technologies
 
Knowledge:
Operating System:
  • Comfortable in Linux environments, specifically Debian-based, e.g. Ubuntu
  • Comfortable developing locally on a Windows machine using WSL2
Programming & Scripting Languages, Version Control, Software:
  • Strong modern Python knowledge (3.8+); Bash scripting; React & Typescript knowledge beneficial
  • Working-level git proficiency
  • Understanding of object-oriented programming
  • Experience in Test Driven Software Development
  • Knowledge of software and business process modelling techniques and tools (e.g. UML)
  • Working proficiency of at least the following Python packages – Tensorflow, Keras, MLflow, numpy, asyncio, pytest, pydantic, fastapi, tox, opencv, Pillow, onnx.
Automation:
  • Knowledge of developing and maintaining CI/CD pipelines; container technologies such as Docker; automation in quality assurance, integration and deployment – e.g. developing end-to-end tests that span across docker containers in a CI/CD quality gate in a virtualized environment
Artificial Intelligence, Data and Cloud:
  • Knowledge of artificial intelligence and machine learning techniques and algorithm libraries – specifically having a high degree of proficiency working with computer vision applications in the form of classification, object detection and semantic segmentation
  • Experience debugging and interpreting the outputs of machine learning models
  • Knowledge of labelling best practices to advise annotators when setting up new use cases;  Databricks (or similar) for automated cluster management and the use of IPython notebooks for rapid prototyping; cloud design patterns (e.g. hybrid cloud); cloud computing, services and cloud platforms (e.g. Azure); Azure IoT hub & Azure Data Factory would be beneficial; big data technologies (e.g. Hadoop, Hive, Hbase, Spark) and data analytics would be beneficial; descriptive and predictive analytics; designing data warehouses and data lake; data modelling and storage with NoSQL and relational databases (e.g. CouchDB, PostgreSQL); fundamentals and management of databases.
  • Technical skills in database and SQL.
Architecture:
  • Experience developing and maintaining APIs (e.g. REST); systems design, enterprise architecture and development; microservice architecture
Hardware:
  • Knowledge in technologies like servers, storage and virtualization; IT infrastructure design, deployment and management; high-availability concepts to build robust computing environments; network infrastructure (e.g. switches, routers, firewalls); computing and working with ARM64 devices; CUDA and TensorRT GPU technologies would be beneficial
Working Model:
  • Knowledge and application of agile project management methods (e.g. Scrum, Kanban) and tools (e.g. Azure DevOps); DevOps concepts and tools; innovative methods like design thinking.
Security:
  • Knowledge of commercial and open source security tools; computer and network security, authentication and security protocols; IT security architecture; penetration testing techniques and tools.
Customer Support:
  • Knowledge of help desk and support services; incident and problem management
  • Experience with incident systems, ticketing systems (e.g. CISM) and monitoring tools; in providing 24/7 on-call support for high-availability systems; customer relationship management
 
 Job Requirements: 
  • Minimum NQF 7 – BSC/BCom/BTech in Information Technology or B. Eng. (Industrial Engineering) or relevant equivalent.
  • Minimum of 5 years’ experience in IT/Manufacturing
  • Demonstrated ability to foster an environment for ideation, prototyping and production
  • Demonstrated business acumen to take a design to implementation and have experience scaling a concept
  • Must have IT Development and Systems Knowledge
  • Experience with software development methodologies and practices (Agile, Scrum, etc.)
  • Experience in Data Analysis and Advanced Proficiency in Microsoft Office
  • Strong Leadership Behaviours with good People Management skills and Problem Solving Skills
  • Strong Interpersonal skills to manage relationships with a variety of partners and stakeholders
  • Must have an excellent ability to multi-task effectively working on several projects synchronously
  • Experience in rolling out initiatives that leverage multiplatform technologies

 

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