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Data Scientist - Natural Language Processing
Ryan Ong
,
London, United Kingdom
Experience
Other titles
Skills
I'm offering
Hi there, my name is Ryan.
I am very passionate about data science and natural language processing (NLP). I have around 3 years of work experience in data science, specialising in NLP. I have experience in building different text classification systems, topic modelling, text summarisation, and question-answering systems. One of my initiative in 2020 is #NLP365 where I blog about NLP every single day. You can check out my blogs and details of my previous data science/NLP projects on my website at http://**********.**
I am very passionate about data science and natural language processing (NLP). I have around 3 years of work experience in data science, specialising in NLP. I have experience in building different text classification systems, topic modelling, text summarisation, and question-answering systems. One of my initiative in 2020 is #NLP365 where I blog about NLP every single day. You can check out my blogs and details of my previous data science/NLP projects on my website at http://**********.**
Markets
United Kingdom
Links for more
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Language
English
Fluently
Ready for
Larger project
Ongoing relation / part-time
Available
My experience
2019 - ?
job
Data Scientist
KPMG.
• Building a Q&A chatbot that understand audit standards and clients' questions and provide appropriate responds
• Utilising named entity recognition to partially automate clinical coding for the NHS hospitals to streamline the process
of funding approval
• Utilising named entity recognition to partially automate clinical coding for the NHS hospitals to streamline the process
of funding approval
Audit, Chatbot, Audit
2019 - 2019
job
Technical Lead
First Words.
Early-stage language learning startup
• Responsible for building the overall technology infrastructure, which includes setting up a Wordpress website, AWS,
and teachable, where the entire course is built
• Worked closely with Forbes 30 under 30 entrepreneur, Andrew Mitson, and learned about the startup process
• Responsible for building the overall technology infrastructure, which includes setting up a Wordpress website, AWS,
and teachable, where the entire course is built
• Worked closely with Forbes 30 under 30 entrepreneur, Andrew Mitson, and learned about the startup process
Wordpress, AWS, Website, Technology, Infrastructure, Tech lead, UP
2017 - 2019
job
Data Scientist, Fintech
Finatext.
• Developed a scalable machine learning system that generates social sentiment for FX and cryptocurrencies
• Responsible for the improvement of the built machine learning system by keeping up-to-date with the current state-
of-the-art models. Implemented new variation of the social sentiment model v2.0 is Character-Level CNN LSTM
• Developed back-testing algorithms to evaluate the predictive capability of our social sentiment on bitcoin prices. With
simple risk management methodologies, the results show a ROI of 110.16% from Feb - Sept 2018
• Utilised topic modelling with sentiment analysis to conduct aspect-based sentiment analysis and assess which
factors' sentiment affects asset prices
• Responsible for the improvement of the built machine learning system by keeping up-to-date with the current state-
of-the-art models. Implemented new variation of the social sentiment model v2.0 is Character-Level CNN LSTM
• Developed back-testing algorithms to evaluate the predictive capability of our social sentiment on bitcoin prices. With
simple risk management methodologies, the results show a ROI of 110.16% from Feb - Sept 2018
• Utilised topic modelling with sentiment analysis to conduct aspect-based sentiment analysis and assess which
factors' sentiment affects asset prices
Machine learning, ROI, Risk Management, Management, Algorithms, Fintech, Testing, Bitcoin, UP, Social
2017 - 2017
job
Summer Analyst, Data Analytics
Mime Consulting.
• Worked closely with the managing director and CTO to produce data analytics for local authorities and schools
• Developed strong project and time management skills through handling multiple projects and experiencing each
stage of the project from creating data entry template to conducting quality assurance on the final product
• Produced front-end reports for schools using Excel, highlighting key summary statistics and created a heat map for
local authority to assess and compare their schools' performance. Developed strong technical skills in VBA
• Developed strong project and time management skills through handling multiple projects and experiencing each
stage of the project from creating data entry template to conducting quality assurance on the final product
• Produced front-end reports for schools using Excel, highlighting key summary statistics and created a heat map for
local authority to assess and compare their schools' performance. Developed strong technical skills in VBA
Excel, VBA, Management, Analytics, Statistics, Quality Assurance, Analyst, Cto
2016 - 2017
job
President
Step to Success.
Organised a 2-6 week mentoring scheme, providing 1st/2nd year students the opportunity to connect with placement
students through a single research project - recruited 4 mentors and 19 mentees
• Led a team of 8 members, organised weekly meetings to conduct analysis on the endogenous and exogenous
factors affecting the U.S., U.K. and Eurozone, results written up in a macro report
students through a single research project - recruited 4 mentors and 19 mentees
• Led a team of 8 members, organised weekly meetings to conduct analysis on the endogenous and exogenous
factors affecting the U.S., U.K. and Eurozone, results written up in a macro report
Research, Mentoring, LED, UP, President
2015 - 2016
job
Junior Analyst, UBP Asset Management & Private Banking - Hedge Funds
Union Bancaire Privée (UBP).
Worked closely with hedge fund analysts and senior portfolio managers to accumulate and produce portfolio-specific
information to be sent out to clients on a monthly and quarterly basis
• Produced quarterly presentations for a circa $400m portfolio, highlighting macro outlook and portfolio statistics
• Improved the efficiency of the process of generating monthly summary reports; cut the total time by ~83%
• Connected with various hedge fund managers, to question and understand their unique investment philosophy
CERTIFICATIONS, SKILLS & INTERESTS
information to be sent out to clients on a monthly and quarterly basis
• Produced quarterly presentations for a circa $400m portfolio, highlighting macro outlook and portfolio statistics
• Improved the efficiency of the process of generating monthly summary reports; cut the total time by ~83%
• Connected with various hedge fund managers, to question and understand their unique investment philosophy
CERTIFICATIONS, SKILLS & INTERESTS
Management, Asset Management, Banking, Statistics, Analyst
My education
2018
-
2019
Imperial College London
MSc, Computer Science
MSc, Computer Science
o NLP short paper: Offensive Language Analysis using Deep Learning Architecture
o Final year research project: Content Selection and Abstractive Text Summarisation (Distinction)
2013
-
2017
University of Bath
BSc, Economics
BSc, Economics
o Final year research project: Modelling Exchange Rate Volatility and Economic Growth (71%)
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