Senior AI/ML Scientist - LLM Specialist
- AI/ML Solution Delivery: Hands on end-to-end development and deployment of both traditional and GenAI-based machine learning models, including discovery analytics, experimental design, model development, benchmarking, enhancement and deployment.
- LLM & RAG Integration: Design and implement new Retrieval-Augmented Generation (RAG) pipelines and enhance existing frameworks, applying advanced techniques in data chunking/splitting, vectorization, knowledge graph representation (GraphRAG), and query retrieval and evaluation.
- Model Evaluation & Prompt Engineering: Design and execute experiments to benchmark and evaluate model performance using both classical metrics (precision, recall, F-score) and GenAI-specific techniques (LLM-as-a-Judge, ROUGE, GANs). Develop and refine prompts to optimize GenAI model reasoning, accuracy, and overall effectiveness.
- Responsible AI: Apply strong understanding of ethical AI principles and governance frameworks, ensuring robust model validation and compliance with regulatory and organizational standards.
- Cross-Functional Collaboration: Work closely with business partners, stakeholders, and technical teams (data engineering, platform engineering) to translate business requirements into impactful AI solutions.
- Research & Innovation: Stay abreast of emerging tools, techniques, and best practices in LLMs, RAG, GenAI, model development & evaluation techniques and proactively apply new knowledge to drive innovation.
- Strong foundation in core machine learning algorithms and deep learning concepts (e.g., Neural Nets, CNNs, GANs, RNNs, Transformers).
- In-depth understanding of natural language processing (NLP) model development and large language model (LLM) fine-tuning, evaluation and RAG integration ( Eg: BERT, GPT, Claude, LLaMA, Mistral)
- Deep understanding of prompt engineering techniques, including zero-shot and few-shot prompting strategies with ability to enhance the performance of LLMs and agentic AI systems.
- Solid grasp of data structures and handling for both structured (SQL, pandas) and unstructured (text, images, audio) data, including knowledge bases creation with Graph (Neo4j) and vector stores.
- Awareness of AI governance, and regulatory considerations, especially in financial services.
- Proven track record in building, fine-tuning, and evaluating traditional ML, NLP and LLM-based models.
- Hands-on experience with leading ML frameworks (e.g., PyTorch, TensorFlow) and LLM libraries (e.g., Hugging Face, LangChain/LangGraph, LlamaIndex).
- Experience in RAG and/or GraphRAG pipeline development and evaluation combining with chunking, vectorization (vector store and/or knowledge graph) and enhanced retriever-reranker techniques.
- Deep expertise in model evaluation framework and performance analysis (Confusion Matrix, Recall, Precision, MAP, NDCG, LLM-as-a-Judge, ROUGE, BLEU, faithfulness, hallucination detection).
- Developing and deploying scalable models on cloud platforms (Databricks, Azure, Mosaic AI, AWS, SageMaker) and using tools such as FastAPI and Docker.
- Background in financial services or other regulated industries is highly desirable.
- Advanced programming skills in Python (and optionally, other languages such as R or Java).
- Strong data engineering and data wrangling abilities for both structured and unstructured data.
- Expertise in model development, evaluation, benchmarking, and continuous improvement.
- Effective communication skills for presenting complex technical concepts to non-technical audiences.
- Problem-solving mindset, curiosity, and a passion for staying up to date with the latest advancements.
- Ability to document work clearly and adhere to best practices in reproducibility and model governance.
- PhD or MSc in Artificial Intelligence, Machine Learning, Computer Science or a related STEM field.
Always curious: We continuously seek new ideas and knowledge so we're one step ahead of our clients' needs. We look for inspiration everywhere and encourage experimentation, recognising that this is how we create brilliant solutions for brighter futures.
Embrace challenge: We aim high to transform our potential into meaningful outcomes. With ambition as our driving force and a steadfast commitment to growth, we succeed for the good of every generation.
Stronger together: Combining our diverse talents, we accomplish more collectively than we ever could do alone. We speak openly, actively listen, and support each other, and constructively challenge and embrace new ideas. We seek empowerment and demonstrate ownership and trust, with the confidence to make impactful decisions. Core Benefits Holiday: 182 hours (26 days) Quilter Incentive Scheme: All employees are eligible to participate in incentive scheme, to incentivise business performance and their contribution. Pension Scheme: A non-contributory company pension scheme that can be boosted through personal contributions. Private Medical Insurance: Single cover as standard with options to increase cover to include your partner or children. Life Assurance: 4x your salary. Income Protection: 75% of salary, less state benefits, payable after 26 weeks of absence. Healthcare Cash Plan: Jersey employees only In addition to our core benefits, we offer a range of flexible benefits to UK employees that you can choose from and pay for conveniently via a salary deduction.
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