IN_Associate_AI Architect_ Emerging Technologies_ Advisory_ Chennai
PwC
Job Summary
PwC is seeking an AI Architect to develop cutting-edge software solutions and drive product innovation in emerging technologies like AI, blockchain, and IoT. This role focuses on designing ML pipelines, APIs for model inferencing, and optimizing large language models. The architect will apply deep knowledge of GPU architectures, distributed training, and fine-tuning techniques to achieve better latencies and reduce resource requirements. Expertise in DevOps and LLMOps practices, including Kubernetes, Docker, and LLM orchestration frameworks, is essential for transforming client solutions.
Must Have
- 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.
- 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.
- 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.
- 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.
- Mandatory Skill sets: AI, ML.
- Required Skills: AI Architecture.
- Proficient in Python, SQL, Javascript.
Good to Have
- Data science skills.
- Cloud Certifications (Bonus): AWS Professional Solution Architect, AWS Machine Learning Specialty, Azure Solutions Architect Expert.
- Skills in Digital Transformation, Innovation Processes, Product Development, Prototyping, Quality Assurance Process Management, Simulation Modeling, Strategic Technology Planning, Technology Innovation.
Perks & Benefits
- Rewards for contributions.
- Support for wellbeing.
- Inclusive benefits.
- Flexibility programmes.
- Mentorship.
Job Description
Line of Service
Advisory
Industry/Sector
Not Applicable
Specialism
Operations
Management Level
Associate
Job Description & Summary
At PwC, our people in software and product innovation focus on developing cutting-edge software solutions and driving product innovation to meet the evolving needs of clients. These individuals combine technical experience with creative thinking to deliver innovative software products and solutions.
In emerging technology at PwC, you will focus on exploring and implementing cutting-edge technologies to drive innovation and transformation for clients. You will work in areas such as artificial intelligence, blockchain, and the internet of things (IoT).
Why PWC
At PwC, you will be part of a vibrant community of solvers that leads with trust and creates distinctive outcomes for our clients and communities. This purpose-led and values-driven work, powered by technology in an environment that drives innovation, will enable you to make a tangible impact in the real world. We reward your contributions, support your wellbeing, and offer inclusive benefits, flexibility programmes and mentorship that will help you thrive in work and life. Together, we grow, learn, care, collaborate, and create a future of infinite experiences for each other. Learn more about us
.
At PwC, we believe in providing equal employment opportunities, without any discrimination on the grounds of gender, ethnic background, age, disability, marital status, sexual orientation, pregnancy, gender identity or expression, religion or other beliefs, perceived differences and status protected by law. We strive to create an environment where each one of our people can bring their true selves and contribute to their personal growth and the firm’s growth. To enable this, we have zero tolerance for any discrimination and harassment based on the above considerations.
Job Description & Summary: AI Architect
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 Professional Solution Architect, AWS Machine Learning Specialty, Azure Solutions Architect Expert
- Proficient in Python, SQL, Javascript
Mandatory Skill sets: AI, ML
Preferred: Pyton
Preferred skill sets: SQL,machine learning, data science
Years of experience required: 3+
Education qualification:
BE/B.Tech/MBA/MCA
Education
Degrees/Field of Study required: MBA (Master of Business Administration), Bachelor of Engineering
Degrees/Field of Study preferred:
Certifications
Required Skills
AI Architecture
Optional Skills
Accepting Feedback, Accepting Feedback, Active Listening, Artificial Intelligence, Business Planning and Simulation (BW-BPS), Communication, Competitive Advantage, Conducting Research, Digital Transformation, Emotional Regulation, Empathy, Implementing Technology, Inclusion, Innovation Processes, Intellectual Curiosity, Internet of Things (IoT), Optimism, Product Development, Product Testing, Prototyping, Quality Assurance Process Management, Simulation Modeling, Strategic Technology Planning, Teamwork, Technology Innovation {+ 5 more}
Desired Languages
Travel Requirements
Not Specified
Available for Work Visa Sponsorship?
No
Government Clearance Required?
No