‹ MISSION BRIEF / AI & ENGINEERING / AI / ML CONSULTING AI / ML Consulting
Hands-on AI / ML / NLP help from a doctoral researcher - pragmatic, transparent, and affordable.
- MISSION
- End-to-end AI / ML · from problem framing to deployed model
- TIERS
- 4 tiers · from €120
- RESPONSE
- Free first call · 24h reply
- DELIVERY
- Remote · EN · ΕΛ
All services delivered under formal contract
- [NLP/LLM]
NLP, LLMs & RAG
Pretraining, fine-tuning, retrieval, evaluation harnesses. Shipped the first Cypriot BERT / RoBERTa.
- [GEN-AI]
Generative AI
LLM integration, prompt systems, guardrails, sliding-window workarounds for context limits.
- [SCALING]
Scaling & Performance
Multi-GPU (DDP / FSDP / DeepSpeed 1–3), fp16 / bf16, Scalene profiling to find the real bottleneck before you buy more hardware.
- [HPC]
HPC & Scheduling
SLURM workflows, Weights & Biases tracking, reproducible envs with Docker Dev Containers + Lightning Fabric.
- [UNLEARN]
Machine Unlearning
Removing training-data influence from deployed models. Active PhD research area.
- [GR-NLP]
Greek & Cypriot NLP
Unusually deep for a niche - built the first Cypriot LLM (public on Hugging Face).
-
>> 2023.09 – 2023.12 :: NOLEJ AI :: Gen-AI / NLP Engineer [NAMED AGREEMENT]
Named Consultant Agreement with exclusivity, delivered through AI Solutions Ltd. Contributed to NOLEJ's generative AI product for education.
-
[01]
Discovery 30-min free call. We scope the problem and check fit.
-
[02]
Proposal Written SOW with milestones, deliverables, fixed price.
-
[03]
Build Weekly demos, async updates in Slack.
-
[04]
Handover Full docs, training session, 30-day follow-up window.
- ■ 90-minute video call
- ■ Pre-call questionnaire so we don't waste time
- ■ Written 1-page summary within 48 hours
- ■ Pointers to tools, papers, and people
- ■ No commitment to work further together
› Book a call Most popular › TIER
Discovery Sprint
€450 one-time
A focused 1-week audit. I look at your data, your goals, and your constraints, and hand back a written plan you can act on.
- ■ Problem framing + data audit
- ■ Technical feasibility assessment
- ■ Prioritised roadmap with effort estimates
- ■ Risk + compliance notes (GDPR / IP)
- ■ Final report + 60-min readout call
› Book a sprint - ■ Everything in Discovery Sprint
- ■ Model training, fine-tuning, or RAG build
- ■ Evaluation harness + benchmarks
- ■ Deployment (cloud or on-prem)
- ■ Documentation + handover training
- ■ 30-day post-launch bug-fix window
› Scope a project - ■ 4 hrs / week on an agreed roadmap
- ■ Weekly sync + async Slack support
- ■ Quarterly strategy review
- ■ Same-week response on questions
- ■ Access to research-grade tooling + literature
› Discuss retainer -
+ Who invoices me?
All consulting work is delivered and invoiced through PETROS ANDREOU AI SOLUTIONS LIMITED. You receive a formal invoice with company details. No personal-trader arrangement.
-
+ What domains have you worked in?
Natural Language Processing (BERT / LLM pretraining, RAG, classification), generative AI for education, machine unlearning research, and ML data pipelines.
-
+ Do you sign NDAs?
Yes. Standard mutual NDA at project kickoff, or I'll sign yours.
-
+ Remote or on-site?
Primarily remote (UK / Cyprus timezones). Short on-site workshops are possible for discovery sprints if travel is covered.