Associate Architect

6 months ago

Bengaluru Karnataka, India Quantiphi Full time

While technology is the heart of our business, a global and diverse culture is the heart of our success. We love our people and we take pride in catering them to a culture built on transparency, diversity, integrity, learning and growth.

If working in an environment that encourages you to innovate and excel, not just in professional but personal life, interests you
- you would enjoy your career with Quantiphi

Role: Associate Architect - Machine Learning

Experience: 6 to 9 Years

Location: Mumbai/Bangalore/Trivandrum

Must have skills:
- 6+ years of relevant hands-on technical experience implementing, and developing cloud ML solutions on AWS.- Hands-on experience on AWS Machine Learning services. Proven experience using AWS Sagemaker leveraging different types of data sources, Training jobs, real-time and batch Inference, and Processing Jobs.-
- Must have experience using GenAI frameworks such as vertexAI, OpenAI, AWS Bedrock.- Must have Hands-on experience fine-tuning large language models( LLM) and Generative AI (GAI), specifically LLama2.- Must have Hands-on experience working with (Retrieval Augmented Generation) RAG architecture and experience using vector indexing such as Opensearch, Elasticsearch.- Strong familiarity with higher-level trends in LLMs and open-source platforms.- Should have experience with Deep Learning Concepts. Transformers, BERT, Attention models- Prompt Engineering: Engineer prompts and optimize few-shot techniques to enhance LLM's performance on specific tasks, e.g. personalized recommendations.- Model Evaluation & Optimization: Evaluate LLM's zero-shot and few-shot capabilities, fine-tuning hyperparameters, ensuring task generalization, and exploring model interpretability for robust web app integration.- Response Quality: Collaborate with ML and Integration engineers to leverage LLM's pre-trained potential, delivering contextually appropriate responses in a user-friendly web app.- Implement and manage MLOps principles and best practices for Gen AI models- Thorough understanding of NLP techniques for text representation and modeling- Able to effectively design software architecture as required- Experience with at least one of the workflow orchestration tools, Airflow, StepFunctions, SageMaker Pipelines, Kubeflow etc.Knowledge of a variety of machine learning techniques (Supervised/unsupervised etc.) (clustering, decision tree learning, artificial neural networks, etc.) and their real-world advantages/drawbacks- Ability to create end to end solution architecture for model training, deployment and retraining using native AWS services such as Sagemaker, Lambda functions, etc.- Ability to collaborate with cross-functional teams such as Developers, QA, Project Managers, and other stakeholders to understand their requirements and implement solutions.

Good to have skills:
- Experience of working for customers/workloads in the Edtech domain with use cases.- Experience with software development
- If you like wild growth and working with happy, enthusiastic over-achievers, you'll enjoy your career with us__

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