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Data Scientist | AI & ML Specialist | MSc (Distinction)
How do you optimize ML pipelines across massive video, image, and speech datasets while simultaneously increasing training efficiency by 30%? I have spent the last decade bridging that exact gap, turning complex machine learning research into high-impact, scalable production environments. My career is defined by a "research-to-revenue" mindset, where I translate deep technical findings into clear insights for non-technical audiences and commercial teams. Core Impact & Achievements: * Computer Vision & Industrial AI: At Kunlun Digital (China Petro), I engineered ML pipelines for large-scale video/image datasets and built an automated labelling system that slashed manual annotation time by 50%. * Speech Innovation & Research: As a published researcher, I pioneered active-learning systems that achieved an 80% improvement in ASR accuracy for low-resource settings and curated over 500 hours of large-scale speech datasets. * Commercial Data Science: In the UK tech sector, I developed NLP-driven customer segmentation models that generated £100k+ in revenue within just three months while ensuring total GDPR compliance. * Global Technical Leadership: I have a proven track record of securing project alignment with international partners like ExxonMobil and mentoring over 500 multidisciplinary professionals in engineering and tech. Technical Specialization: * AI & ML: Algorithm Engineering, Computer Vision Pipelines, NLP, Unsupervised/Semi-supervised Learning, and MLOps. * Speech Technology: Automatic Speech Recognition (ASR), Acoustic Modeling (MAP, MLLR, GMM, HMM), and Dataset Curation. * Strategy & Infrastructure: SaaS Data Infrastructure, Stakeholder Management, and Technical Curriculum Design. Beyond code, I am a published author of three textbooks on Python and ASR. I am deeply committed to tech education, having empowered diverse groups—from training softwar
The University of Sheffield
Doctor of Philosophy - PhD, Computer Science
January 1, 2013 – January 1, 2019
The University of Sheffield
MSc, Computer Science
January 1, 2012 – January 1, 2013
The University of Edinburgh
Postgraduate , Speech and Language Processing
January 1, 2009 – January 1, 2010
University of Lancashire
Bachelor of Engineering (BEng), Electrical Engineering
January 1, 2006 – January 1, 2009
CNPC Beijing Richfit Information Technology Co.,LTD.
Machine Learning Engineer
September 1, 2022 – September 1, 2025
Beijing, China · On-site
R&E Education Studio
Co-Founder & Lead Instructor
September 1, 2022 – Present
Hangzhou, Zhejiang, China · Remote
LandTech
Data Engineer
November 1, 2019 – November 1, 2021
London Area, United Kingdom · Hybrid
Code First Girls
Lead Instructor & Book Writer
September 1, 2018 – February 1, 2019
London, United Kingdom
The Brilliant Club
Research-Based Curricula Designer
February 1, 2018 – April 1, 2018
Sheffield, United Kingdom
APPROVED GROUP LIMITED
Data Scientist
January 1, 2018 – May 1, 2019
Sheffield, United Kingdom
Oxmedica Global Education
Artificial Intelligence and Computer Science Tutor
May 1, 2017 – August 1, 2019
Al-Riyadh Governorate, Saudi Arabia · On-site
The University of Sheffield, Software Hut Module
Project Manager
February 1, 2017 – June 1, 2018
Sheffield, England, United Kingdom · On-site
The University of Sheffield
Graduate Teaching Assistant
September 1, 2013 – December 1, 2018
Sheffield, United Kingdom
The University of Sheffield
Postgraduate Researcher
September 1, 2013 – September 1, 2018
Sheffield, United Kingdom
吉林粮食集团有限公司
Manager
December 1, 2010 – August 1, 2012
Chicago, Illinois, United States
Travelled The World
Explorer in physical world
February 1, 1992 – September 1, 2013
Cultural Fit Analysis
The candidate's diverse experience across academia, startups, and established companies, coupled with roles involving international collaboration and curriculum development, suggests a strong adaptability and a proactive, learning-oriented mindset. Their involvement in teaching and mentoring roles indicates a collaborative spirit and a willingness to share knowledge. The breadth of experience, from deep research to practical application and teaching, suggests a well-rounded individual who could integrate well into various team structures, particularly those valuing continuous learning and innovation. The target role of NLP Engineer aligns well with their academic background and professional experience in NLP and ML.
Soft Skills & Operational Fit
The candidate demonstrates strong leadership and mentorship skills through roles as Co-Founder & Lead Instructor, Lead Instructor & Book Writer, Project Manager, and Graduate Teaching Assistant. Experience in delivering technical solutions to international partners and communicating technical findings to non-technical audiences indicates strong communication and stakeholder engagement abilities. The diverse teaching and project management roles suggest adaptability and a proactive approach to problem-solving.