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Aptita
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AI Engineers

AI Engineers

Aptita

0 years

0 Lacs

Bangalore Urban Karnataka India

Posted:5 days ago| Platform:

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Skills Required

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

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 TeamKey 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, LlamaLLM Ops: ML Flow, Langchain, Langraph, LangFlow, Flowise, LLamaIndex, SageMaker, AWS Bedrock, Vertex AI, Azure AIDatabases/Datawarehouse: DynamoDB, Cosmos, MongoDB, RDS, MySQL, PostGreSQL, Aurora, Spanner, Google BigQuery.Cloud Knowledge: AWS/Azure/GCPDev Ops (Knowledge): Kubernetes, Docker, FluentD, Kibana, Grafana, PrometheusCloud Certifications (Bonus): AWS Professional Solution Architect, AWS Machine Learning Specialty, Azure Solutions Architect ExpertProficient in Python, SQL, JavascriptEmail : diksha.singh@aptita.com

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