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AI/ML Strategist
2 weeks ago
We are seeking an experienced AI/ML Strategist to lead and shape AI/ML initiatives.
The ideal candidate will have hands-on experience in machine learning and artificial intelligence, with strong leadership capabilities and a passion for delivering production-ready solutions.
This role involves end-to-end ownership of AI/ML projects, from strategy development to deployment and optimization of large-scale systems.
Key Responsibilities:
- Develop and execute AI/ML strategies aligned with business goals.
- Collaborate with product and engineering teams to identify impactful AI/ML opportunities.
- BUILD, TRAIN, TUNE AND DEPLOY MACHINE LEARNING MODELS IN PRODUCTION ENVIRONMENTS
- MANAGE OPERATIONS OF LLMs AND OTHER AI/ML MODELS USING MODERN CLOUD AND MLOPS TOOLS.
- IMPLEMENT SCALABLE AND AUTOMATED AI/ML PIPELINES (E.g., WITH KUBEFLOW OR MLRUN).
- HANDLE CONTAINERIZATION AND ORCHESTRATION USING DOCKER AND KUBERNETES.
- OPTIMIZE GPU/TPU RESOURCES FOR TRAINING AND INFERENCE TASKS.
- DEVELOP EFFICIENT RAG PIPELINES WITH LOW LATENCY AND HIGH RETRIEVAL ACCURACY.
- AUTOMATE CI/CD WORKFLOWS FOR CONTINUOUS INTEGRATION AND DELIVERY OF AI/ML SYSTEMS.
Requirements:
- Proficiency in AWS, Google Cloud, or Azure for scalable model deployment.
- Familiarity with cloud-native services like AWS SageMaker, Google Vertex AI, or Azure ML.
- Expertise in Docker and Kubernetes for containerized deployments.
- Experience with Infrastructure as Code (IaC) using tools like Terraform or CloudFormation.
- Strong command of frameworks: TensorFlow, PyTorch, Scikit-learn, XGBoost.
- Experience with MLOps tools for integration, monitoring, and automation.
- Expertise in pre-trained models, transfer learning, and designing custom architectures.
- Strong skills in Python (NumPy, Pandas, Matplotlib, SciPy) for ML development.
- Backend/API development with FastAPI, Flask, or Django.
- Database handling with SQL and NoSQL (PostgreSQL, MongoDB, BigQuery).
- Familiarity with CI/CD pipelines (GitHub Actions, Jenkins).
- Proven ability to build AI/ML-driven applications at scale.
- Handle large datasets, high-throughput requests, and real-time inference.
- Knowledge of distributed computing: Apache Spark, Dask, Ray.
- Hands-on with model compression, quantization, and pruning.
- A/B testing and performance tracking in production.
- Knowledge of model retraining pipelines for continuous learning.
- Efficient use of compute resources: GPUs, TPUs, CPUs.
- Experience with serverless architectures to reduce cost.
- Auto-scaling and load balancing for high-traffic systems.
- Translate complex ML models into user-friendly applications.
- Work effectively with data scientists, engineers, and product teams.
- Write clear technical documentation and architecture reports.