AI ML Technical Architect

4 days ago

Bengaluru, Karnataka, India Codilar Technologies Pvt. Ltd. Full time US$ 1,50,000 - US$ 2,00,000 per year

Role Title: AI Platform Engineer

Location: Bangalore (In Person in office when required)

Part of the GenAI COE Team

Key Responsibilities

· Platform Development and Evangelism:

  • Build scalable AI platforms that are customer-facing.
  • Evangelize the platform with customers and internal stakeholders.
  • Ensure platform scalability, reliability, and performance to meet business needs.

 Machine Learning Pipeline Design:

  • Design ML pipelines for experiment management, model management, feature management, and model retraining.
  • Implement A/B testing of models.
  • Design APIs for model inferencing at scale.
  • Proven expertise with MLflow, SageMaker, Vertex AI, and Azure AI.

LLM Serving and GPU Architecture:

  • Serve as an SME in LLM serving paradigms.
  • Possess deep knowledge of GPU architectures.
  • Expertise in distributed training and serving of large language models.
  • Proficient in model and data parallel training using frameworks like DeepSpeed and service frameworks like vLLM.

Model Fine-Tuning and Optimization:

  • Demonstrate proven expertise in model fine-tuning and optimization techniques.
  • Achieve better latencies and accuracies in model results.
  • Reduce training and resource requirements for fine-tuning LLM and LVM models.

LLM Models and Use Cases:

  • Have extensive knowledge of different LLM models.
  • Provide insights on the applicability of each model based on use cases.
  • Proven experience in delivering end-to-end solutions from engineering to production for specific customer use cases.

DevOps and LLMOps Proficiency:

  • Proven expertise in DevOps and LLMOps practices.
  • Knowledgeable in Kubernetes, Docker, and container orchestration.
  • Deep understanding of LLM orchestration frameworks like Flowise, Langflow, and Langgraph.

Skill Matrix

LLM: Hugging Face OSS LLMs, GPT, Gemini, Claude, Mixtral, Llama

LLM Ops: ML Flow, Langchain, Langraph, LangFlow, Flowise, LLamaIndex, SageMaker, AWS Bedrock, Vertex AI, Azure AI

Databases/Datawarehouse: DynamoDB, Cosmos, MongoDB, RDS, MySQL, PostGreSQL, Aurora, Spanner, Google BigQuery.

Cloud Knowledge: AWS/Azure/GCP

Dev Ops (Knowledge): Kubernetes, Docker, FluentD, Kibana, Grafana, Prometheus

Cloud Certifications (Bonus): AWS Professional Solution Architect, AWS Machine Learning Specialty, Azure Solutions Architect Expert

Proficient in Python, SQL, Javascript

Job Type: Full-time

Experience:

  • AIML: 10 years (Required)
  • Technical Architect: 10 years (Required)

Work Location: In person

Speak with the employer

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