Job Summary

Job Description Summary: AI Architect

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In data analysis at PwC, you will focus on utilising advanced analytical techniques to extract insights from large datasets and drive data-driven decision-making. You will leverage skills in data manipulation, visualisation, and statistical modelling to support clients in solving complex business problems.

Responsibilities
ML Pipeline Design: Design ML pipelines for experiment management, model management, feature management, and model retraining.
Design APIs for model inferencing at scale.
Proven expertise with MLflow, SageMaker, Vertex AI, and Azure AI.
LLM Serving and GPU Architecture: 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.
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 Skilled Solution Architect, AWS Machine Learning Specialty, Azure Solutions Architect Expert
Proficient in Python, SQL, Javascript
Mandatory skill sets:
Gen AI,LLM, Huggingface, python,pytorch/tensor flow/keras, Langchain, Langgraph, Docker, Kunernetes

Preferred Skill Sets
SQL, machine learning, data science

Experience
3+

Education
BE/B.Tech/MBA/MCA

Disclaimer: This job posting has been aggregated from external source. Role details, content, and availability are subject to change. Applicants are advised to confirm the latest information directly on the company website before applying.

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