
ML Architect
5 days ago
About the Role:
We are seeking a highly skilled and experienced
Machine Learning Engineer Architect
to lead the design and implementation of cutting-edge ML solutions across our organization. You will be responsible for driving the end-to-end architecture of ML systems, from data ingestion and model development to deployment and monitoring. This is a leadership role that requires strong technical expertise, strategic thinking, and the ability to collaborate across teams.
Responsibilities
- Design and lead the architecture of scalable and reliable ML systems and pipelines.
- Collaborate with data engineers to implement ML models in production environments.
- Evaluate and select appropriate ML tools, frameworks, and technologies to meet business requirements.
- Oversee the full ML lifecycle including data preparation, model development, training, validation, deployment, and monitoring.
- Ensure adherence to MLOps best practices and governance (CI/CD for ML, versioning, reproducibility).
- Define and implement architecture standards, patterns, and frameworks for machine learning systems.
- Lead performance tuning, scalability, and optimization efforts.
- Stay up to date with the latest advancements in AI/ML technologies and propose innovative solutions.
- Collaborate with stakeholders to translate business needs into ML solutions.
Required Skills & Qualifications:
- Bachelor's or Master's degree in Computer Science, Data Science, AI/ML, or related field.
- 10+ years of professional experience with at least 5 years in machine learning and data science.
- Strong programming skills in
Python
, with experience in ML libraries like
TensorFlow, PyTorch, Scikit-learn, XGBoost
, etc. - Deep understanding of
ML architecture patterns
,
data pipelines
, and
distributed systems
. - Experience with cloud platforms like
AWS, Azure, or GCP
and cloud-native ML tools (SageMaker, Vertex AI, Azure ML). - Proficiency in
Docker
,
Kubernetes
, and other containerization/orchestration tools. - Strong grasp of
MLOps
,
model monitoring
, and
continuous integration/deployment
pipelines. - Hands-on experience with big data technologies like
Spark, Hadoop, Hive
, or similar. - Excellent communication, leadership, and problem-solving skills.
Preferred Qualifications:
- Experience with
deep learning
,
NLP
,
computer vision
, or
reinforcement learning
. - Familiarity with
data privacy
,
AI ethics
, and
governance
frameworks. - Contributions to open-source ML projects or research publications.
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