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AI/ML Technical Architects (Creative cloud)

0 years

0 Lacs

Noida

Posted:18 hours ago| Platform: GlassDoor logo

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Skills Required

ai ml development scalability reliability learning pipeline design management model testing mlflow sagemaker vertex azure training data service tuning lvm engineering devops kubernetes docker orchestration flow aws dynamodb mongodb postgresql kibana certifications python sql

Work Mode

On-site

Job Type

Full Time

Job Description

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

Work Location: In person

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