
temporary position- machine learning(ml)/data engineer
2 weeks ago
Machine Learning/Data Engineer,
Key Responsibilities
- Integrate and deploy AI/ML models and LLMs within mobile and web applications.
- Develop, manage, and optimize Dockerized AI services.
- Ensure high availability, scalability, and security across cloud and on-prem systems.
- Automate and streamline CI/CD pipelines to facilitate seamless updates.
- Implement cost-monitoring and optimization strategies for cloud resources.
- Develop comprehensive disaster recovery plans for critical AI services.
- Maintain secure and efficient API interactions with AI models.
- Monitor, measure, and enhance API latency for real-time responsiveness.
- Document AI workflows and data pipelines to facilitate cross-team collaboration.
- Bachelor's degree in computer science, Data Science, or a related field with specialization in AI/ML.
- Two (2) years of experience in DevOps/cloud roles, including at least one (1) year specifically dedicated to AI model deployment.
- Hands-on experience integrating ML models (TensorFlow Lite, ONNX, PyTorch) into mobile applications.
- Proficiency with Large Language Model (LLM) APIs such as OpenAI, DeepSeek, Claude, and Llama, including advanced prompt engineering techniques.
- Experience in building Retrieval-Augmented Generation (RAG) pipelines, fine-tuning, and developing agent-based systems.
- Strong familiarity with AI orchestration frameworks like LangChain, LlamaIndex, or AutoGen.
- Knowledge and practical experience with vector databases (FAISS, Chroma, Pinecone, Weaviate).
- Proficiency in Python data transformation tools, including pandas, NumPy, scikit-learn, and pyCaret.
- Familiarity with ML model deployment tools (MLflow, Seldon Core).
- Expertise with containerization technologies (Docker) and orchestration platforms (Kubernetes—EKS, GKE, AKS).
- Mastery of cloud services on AWS, GCP, Azure, or on-prem equivalents such as OpenStack.
- Strong experience in Infrastructure as Code (IaC) tools like Terraform, Ansible, or Pulumi.
- Proficient in setting up CI/CD pipelines using GitHub Actions, ArgoCD, or Jenkins.
- Familiarity with monitoring and logging solutions such as Prometheus, Grafana, and ELK Stack.
- Knowledge of model quantization and edge AI for efficient on-device inference.
- Experience with model serving platforms like TensorFlow Serving or Triton Inference Server.
- Competency in database scaling and management, specifically PostgreSQL/MySQL for AI workloads.
- Strong analytical skills to troubleshoot and solve deployment bottlenecks.
- Ability to manage and optimize cloud/on-prem infrastructure costs.
- Security-focused mindset to ensure robust, secure AI application deployments.
- Proven capability in designing scalable and efficient AI architectures.
- Excellent documentation and knowledge-sharing abilities.
- Excellent teamwork and communication skills.
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