Generative AI Architect (Hybrid Work Set-Up)
Singapore, 01, SG, 239920
TE Connectivity
Job Overview
Singapore AI-Hub at TE is developing various applications/tools to support integration of AI in product development process. We are on an exciting journey to build and scale AI-Hub team.
Job Responsibilities
- Use ML, deep learning and Generative AI tools and other technologies to design, evangelize, and implement state-of-the-art solutions.
- Define and implement best practices for building, testing, and deploying scalable AI solutions, with a focus on generative models and LLMs using proprietary provided models or open-source models.
- Drive successful business outcomes by designing and building cloud hosted Generative AI solutions
- Implement strategies for efficient and effective training of LLMs to achieve optimal performance
- Work closely with Internal teams to integrate RAG workflows into their applications and systems and stay abreast of the latest developments in language models and generative AI technologies.
- Experience with a public cloud AWS and on-premises setup. Relevant experience that showcases practical understanding of LLMs, Prompting, Fine- tuning, Vector DBs, Knowledge graph (Neo4J), Architectural Design for Information Retrieval using RAG
- Work in evaluating, building and fine-tuning different ML models, and LLMs to solve the problem.
- Mentor team members and enable technical decision-making.
Job Requirements
- Master's or Ph.D. in Computer Science, Artificial Intelligence, or equivalent experience
- 2+ years of hands-on experience in a technical role, specifically focusing on generative AI, with a strong emphasis on training Large Language Models (LLMs).
- Proven track record of successfully deploying and optimizing LLM models for inference in production environments.
- Having experience working with LLM/RAG/FineTuning, Amazon Bedrock/Sagemaker JumpStart
- Expert as NLP techniques. Should have worked with deep learning libraries (Transformers based models, LSTM, biLSTM, CNN, etc)
- Experience with other Machine Learning algorithms and tools (scikit-learn libraries, Pandas, Numpy, Tensorflow, PyTorch).
- Fluency in at least two programming languages Python, JavaScript/Typescript, NodeJS (Python preferred)
- Deep understanding of data structures and algorithms.
- Expertise in training and fine-tuning LLMs using popular frameworks such as TensorFlow, PyTorch, or Hugging Face Transformers.
- Excellent communication and collaboration skills with the ability to articulate complex technical concepts to both technical and non-technical stakeholders.
- Hands-on experience in MLOps/ LLMOps including data collection, data preparation, model training/ refinement, model validation, drift management and model serving.
- Experience leading workshops, training sessions, and presenting technical solutions to diverse audiences.
- Knowledge of Open-source Models, Transformer Models, Encoder-decoder architecture, Latent Spaces, and LLM orchestration frameworks (e.g.LangChain, LlamaIndex), Vector Database)
Competencies
Values: Integrity, Accountability, Inclusion, Innovation, Teamwork* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Architecture AWS Computer Science Deep Learning Generative AI Generative modeling JavaScript LangChain LLMOps LLMs LSTM Machine Learning ML models MLOps Model training Neo4j NLP Node.js NumPy Open Source Pandas Prompt engineering Python PyTorch RAG SageMaker Scikit-learn TensorFlow Testing Transformers TypeScript
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