5 - 7 years
0 Lacs
Posted:1 day ago|
Platform:
On-site
Full Time
We are seeking a highly skilled Machine Learning Engineer to join our team. The ideal candidate will possess a strong background in Machine learning (ML), Deployments and Python programming. This role involves collaborating closely with data scientists, product managers, and data engineers to design, develop, and deploy high-performance AI/ML models.
Responsibilities:
- Collaborate with cross-functional teams to design and deliver high-performance AI models
- Deploy OR and ML solutions into the cloud.
- Train, tune, and optimize AI/OR models and algorithms for enhanced performance.
- Implement complex real-time data and AI/ML applications to capture knowledge and automate decision-making processes.
- Create ML/AI models for business teams and establish metrics to track their accuracy and performance.
- Oversee the full lifecycle of algorithm development, from ideation to deployment and monitoring.
- Evaluate and rank ML algorithms based on their potential success in solving specific problems.
- Serve as an internal resource for AI/ML needs, providing guidance and insights to stakeholders during strategic discussions.
Requirements:
- Minimum of 5-7 years of experience in ML engineering with large-scale production systems.
- Strong experience with Azure cloud computing and containerization technologies (like Docker, Kubernetes).
- Experience with Python/OOPs programming languages and data science frameworks like (Pandas, Numpy, TensorFlow, Keras, PyTorch, sklearn).
- Knowledge of DevOps tools such as Git, Jenkins, Sonar, Nexus is must.
- Building python wheels and debugging build process.
- Data pipeline building and debugging (by creating and following log traces).
- Basic knowledge of DevOps practices.
- Concepts of Unit Testing and Test-Driven development.
- SDE skills like OOP and Functional programming are an added advantage.
- Experience with Databricks and its ecosystem is an added advantage.
Machine Learning:
- Proficient in Machine Learning techniques both supervised and unsupervised
- Expertise in using ML/AI libraries such as Pandas, NumPy, PyTorch, TensorFlow and traditional ML algorithms (3+ years)
Deployments:
- Implementation of CI/CD pipeline using GitHub Actions or Jenkins
knowledge of external tools like SonarQube, Prisma scan.
- Python Programming and Software Engineering
- Expertise in Pythonic clean coding practices, including the use of decorators, generators, and descriptors (3+ years).
- Strong understanding of software design principles such as DRY, OAOO, YAGNI, KIS, EAFP/LBYL, and defensive programming (2+ years).
- Proficient in software design concepts focusing on cohesion and coupling (2+ years).
- Knowledge of SOLID principles (2+ years).
- Good understanding of OOPS concepts and LLDs
Education and Experience:
- Minimum Bachelor's degree or foreign equivalent in Computer Science, Electrical Engineering, or a closely related field.
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