Experis UK
Principal ML Engineer (Fine-tuning & model optimisation)

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Principal ML Engineer (Fine-tuning & model optimisation) - AI Models Lead
Hybrid: Remote
Paying up to £120,000 + bens
Permanent
Experis are delighted to be partnering with a highly successful and growing software organisation as they invest heavily in building a cutting-edge AI capability at the heart of their product suite.
We are supporting them in the search for an AI Models Lead, a key foundational hire who will own the development, fine-tuning, and production delivery of domain-specific AI models within a large-scale programme.
This is a rare opportunity to join at an early stage and build a fine-tuning capability from first principles, shaping how AI models are developed, evaluated, and deployed in real-world, regulated environments. Looking for someone who has moved beyond prompt engineering and RAG into genuine model adaptation, evaluation, optimisation and fine-tuning.
What You’ll Be Doing
- Designing and leading the end-to-end model fine-tuning strategy, including SFT, LoRA / QLoRA, and optimisation approaches
- Selecting and evaluating base models (e.g. Mistral, Qwen, Phi, Falcon) based on performance, cost, and use case
- Defining evaluation frameworks and standards to ensure models meet production-grade quality and reliability
- Building and scaling a suite of fine-tuned models to support multiple product use cases
- Owning experiment design and reproducibility, including tracking, benchmarking, and iteration cycles
- Working closely with data, domain and product teams to translate real-world requirements into model behaviour
- Leading, mentoring, and growing a team of ML Engineers while remaining hands-on technically
- Driving models through to production environments, ensuring robustness, scalability, and performance
Reasons to use Rodeo
I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?
Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.
Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.
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Grad scheme, placement, apprenticeship? Not sure what you want yet — that's fine. Your agent talks it through with you and turns "I have no idea" into a shortlist.
Graduate Consultant — 2026 Scheme
Why you're a good match
StrongYour economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.
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Every day your agent scans the market matching roles against what actually matters to you, not just keywords on a CV.
Why you're a good match
You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.
Experience fit
Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.
Only hits
No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.
Experience Required
- Proven experience fine-tuning machine learning / LLM models in production environments
- Strong track record of deploying AI models at scale and understanding real-world failure modes
- Hands-on experience with Generative AI / LLM architectures and frameworks
- Strong Python engineering capability and familiarity with ML tooling (e.g. HuggingFace, PEFT, TRL, W&B)
- Experience working in cloud environments (AWS preferred)
- Ability to operate as a player-coach, combining deep technical expertise with leadership
- Pragmatic mindset, comfortable working in ambiguous, evolving environments
- Excellent communication skills, with the ability to engage senior stakeholders and influence direction


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Why Join
- Opportunity to build and shape a core AI capability from the ground up
- Work on real-world AI use cases where accuracy and trust genuinely matter
- Highly visible role with direct exposure to senior leadership and strategic initiatives
- Join a business making significant long-term investment in AI-driven innovation
If you're interested in learning more, please reach out to Jacob Ferdinand at Jacob.Ferdinand@experis.co.uk
“It took my CV and asked me questions relevant to understanding what kind of jobs to suggest for me. Suggestions were almost perfect. Jobs were exactly what I’ve been looking for.”
Jessica, London
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