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portfolio.json
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portfolio.json
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{
"contact": {
"name": "Juan Uys",
"role": "Software engineer",
"phone": "07702 783 956",
"email": "[email protected]",
"address": "Cheltenham, UK",
"web": [
{
"name": "PDFCrunch",
"url": "https://pdfcrun.ch/",
"show": true
},
{
"name": "Github",
"url": "https://github.com/opyate",
"show": true
},
{
"name": "LinkedIn",
"url": "https://www.linkedin.com/in/juan-m-uys/",
"show": true
},
{
"name": "Personal",
"url": "https://juanuys.com/",
"show": true
},
{
"name": "Portfolio",
"url": "https://uys.io/portfolio/",
"show": false
}
]
},
"personal": {
"statement": [
"My expertise spans document understanding, data extraction, and backend engineering, with a proven track record of effectively communicating complex ideas to stakeholders.",
"My pragmatic approach ensures that the essential work gets done.",
"I've architected systems end-to-end, led teams, and provided mentorship where needed.",
"I deliver fully-tested, robust systems and automate where necessary."
],
"interests": [
"game dev & design",
"illustration",
"playing guitar"
],
"skills": [
"architecture",
"technical design",
"automation"
]
},
"education": [
{
"institution": "Databricks",
"course": "Academy Accreditation - Databricks Fundamentals",
"level": "accreditation",
"url": "https://credentials.databricks.com/6c0e3255-0d9a-44c1-9e34-228d81e74556",
"year": 2024,
"month": 10
},
{
"institution": "DeepLearning.AI",
"course": "Building and Evaluating Advanced RAG",
"level": "certification",
"url": "https://learn.deeplearning.ai/accomplishments/f5f70e4d-7b7f-4eae-ae04-1df5bb369359",
"year": 2024,
"month": 9
},
{
"institution": "NVIDIA",
"course": "Data Parallelism: How to Train Deep Learning Models on Multiple GPUs",
"level": "certification",
"url": "https://courses.nvidia.com/certificates/1624d2df75f84131b2a42b443bb8c300/",
"year": 2023,
"month": 11
},
{
"institution": "NVIDIA",
"course": "Building Transformer-Based Natural Language Processing Applications",
"level": "certification",
"url": "https://courses.nvidia.com/certificates/606da526508e4418b946003c7535dcca/",
"year": 2023,
"month": 10
},
{
"institution": "Falmouth University",
"course": "Masters in Indie Game Development",
"level": "masters",
"url": "https://www.falmouth.ac.uk/study/online/postgraduate/indie-game-development",
"year": 2022
},
{
"institution": "Coursera",
"course": "Game Design: Art and Concepts Specialization",
"level": "specialisation",
"url": "https://www.coursera.org/account/accomplishments/specialization/certificate/NRH25Z9MZ29K",
"year": 2020,
"month": 9
},
{
"institution": "Coursera",
"course": "Deep Learning Specialisation",
"level": "specialisation",
"url": "https://www.coursera.org/account/accomplishments/specialization/certificate/WUMC3L2MXQ7F",
"year": 2018,
"month": 7
},
{
"institution": "Georgia Institute of Technology",
"course": "Computational Investing",
"level": "certificate",
"url": "https://www.coursera.org/account/accomplishments/records/3QXU2KYMLG",
"year": 2013,
"month": 11
},
{
"institution": "Coursera",
"course": "Data Analysis",
"level": "online course",
"year": 2013,
"month": 3
},
{
"institution": "Coursera",
"course": "Web Intelligence and Big Data",
"level": "online course",
"year": 2013,
"month": 6
},
{
"institution": "Coursera",
"course": "Functional Programming Principles in Scala",
"level": "online course",
"year": 2012,
"month": 11
},
{
"institution": "Udacity",
"course": "Introduction to Artificial Intelligence",
"level": "online course",
"year": 2011
},
{
"institution": "Sun Microsystems",
"course": "Sun Certified Java Programmer",
"level": "certificate",
"year": 2007
},
{
"institution": "International School for Scientific Computing",
"course": "Artificial Intelligence & Neural Networks",
"level": "diploma",
"year": 2001
},
{
"institution": "Torque IT",
"course": "A+",
"level": "certificate",
"year": 1999
},
{
"institution": "NAUI",
"course": "Advanced Scuba diver",
"level": "advanced",
"year": 1995
}
],
"roles": [
{
"title": "Founder",
"company": "PDFCrunch",
"logo": "pdfcrunch.jpg",
"url": "https://pdfcrun.ch/",
"type": "startup",
"tagline": "Document data extraction bespoke solutions, and consulting.",
"duties": [
"Part of the NVidia Inception programme.",
"Parsing millions of state-level PDFs for Credit Monster.",
"Receipt scanner for UK's largest consumer data science organisation.",
"Research and development of RiskGPT for fintech client."
],
"start": "2016-11",
"tech": {
"programming": [
"python",
"javascript",
"clojure"
],
"framework": [
"angularjs",
"flask",
"keras",
"scrapy",
"scipy",
"numpy",
"django"
],
"database": [
"postgresql"
],
"other": [
"nginx",
"rest-api",
"gcloud",
"linux",
"shell-scripting",
"git",
"docker",
"kubernetes",
"html",
"css"
]
},
"current": true
},
{
"title": "Lead Engineer",
"company": "GoodWith",
"logo": "goodwith.jpg",
"url": "https://goodwith.co",
"type": "contract",
"tagline": "Developing next version of financial learning platform.",
"duties": [],
"start": "2024-09",
"tech": {
"programming": [
"dart",
"typescript"
],
"framework": [
"flutter",
"firebase"
],
"database": [
"firestore"
],
"other": [
"gcp-cloud-functions"
]
},
"current": true
},
{
"title": "Senior Engineer",
"company": "FCDO",
"logo": "fcdo.jpg",
"url": "https://www.gov.uk/government/organisations/foreign-commonwealth-development-office",
"type": "contract",
"tagline": "Developing the next version of the travel alerts service.",
"duties": [
"Scalable message-sending architecture using AWS Lambdas and SQS.",
"Subscriber signups with branching flows depending on nationality and country's crisis status.",
"Backoffice system for sending alerts and tracking sent status.",
"Integration with Gov Notify."
],
"start": "2024-03",
"end": "2024-08",
"tech": {
"programming": [
"typescript"
],
"framework": [
"express"
],
"database": [
"postgresql"
],
"other": [
"aws-lambda",
"aws-sqs",
"terraform"
]
},
"current": false
},
{
"title": "Machine Learning Engineer",
"company": "Cytora",
"logo": "cytora.jpg",
"url": "https://cytora.com/",
"type": "contract",
"tagline": "I helped Cytora with their goal of reducing the underwriting process from 2 weeks to 20 minutes using the latest developments in document understanding and language models.",
"duties": [
"Individual contributor and researcher alongside a team of data scientists and developers.",
"Research into smaller open-source models for specific extraction tasks (3-7 billion parameter models).",
"Prompt engineering and fine-tuning large foundational models.",
"Research into layout detection (LayoutXLM trained with DocLayNet/PubLayNet)."
],
"start": "2023-02",
"end": "2024-01",
"tech": {
"programming": [
"python",
"pytorch",
"machine learning",
"tensorflow"
],
"framework": [
"transformer models",
"LayoutXLM",
"LiLT"
],
"database": [],
"other": [
"GCP",
"VertexAI",
"document data extraction",
"deep learning",
"large language models (LLM)",
"azure databricks"
]
},
"current": false
},
{
"title": "Software Engineer",
"company": "all.health",
"logo": "allhealth.jpg",
"url": "https://all.health/",
"type": "contract",
"tagline": "Worked closely with the data science team at this cutting-edge health startup to develop the future of real-time, personal healthcare.",
"duties": [
"Content verification for SmartCoach ('AI doc') as part of a massive migration project.",
"Patient Simulator with which to test the various care scenarios over time, simulating patient profiles, telemetry data from wearable health devices, etc."
],
"start": "2022-07",
"end": "2023-01",
"tech": {
"programming": [
"python"
],
"framework": [
"flask"
],
"database": [
"postgresql"
],
"other": [
"rest-api",
"linux",
"shell-scripting",
"git",
"docker",
"vuejs",
"microsoft azure",
"apache kafka",
"telemetry"
]
},
"current": false
},
{
"title": "Software Engineer",
"company": "Climate Policy Radar",
"logo": "cpr.jpg",
"url": "https://climatepolicyradar.org/",
"type": "contract",
"tagline": "Working closely with the data science team to productionise document understanding models via a robust backend and API, whilst plugging the short-term skills gap during a technical leadership transition.",
"duties": [
"Open source climate policy database built from scratch, with FastAPI API.",
"Data import from disparate CSV sources using a custom ETL pipeline.",
"Built infrastructure on AWS using Pulumi.",
"Streamlined developer process using Docker."
],
"start": "2022-02",
"end": "2022-05",
"tech": {
"programming": [
"python"
],
"framework": [
"fastapi",
"react",
"pulumi"
],
"database": [
"postgresql"
],
"other": [
"rest-api",
"linux",
"shell-scripting",
"git",
"docker"
]
},
"current": false
},
{
"title": "Researcher & Developer",
"company": "Offworld Live",
"logo": "offworld.jpg",
"url": "https://offworld.live/",
"type": "permanent",
"tagline": "R&D for VR video streaming and metadata encoding using Unreal Engine + Unity.",
"duties": [
"Python CI pipeline using custom Windows-based build server with Github Actions.",
"Payments, CRM, affiliates integration using Node, Typescript, React, all on AWS cloud."
],
"start": "2021-05",
"end": "2022-01",
"tech": {
"programming": [
"typescript",
"python"
],
"framework": [
"react",
"pulumi"
],
"database": [
"postgresql"
],
"other": [
"rest-api",
"linux",
"shell-scripting",
"git",
"docker"
]
},
"current": false
},
{
"title": "Senior Developer",
"company": "Triller",
"logo": "triller.jpg",
"url": "https://triller.co/",
"type": "contract",
"tagline": "Built a new generation of social network alongside the moderation team to ensure safety on the platform.",
"duties": [
"Implemented database migration for shared model for backend services, with processes for communicating changes to SRE.",
"Implemented unit tests to ensure SQLAlchemy and Alembic agree.",
"Revamped static asset pipeline for CMS.",
"Modularised some of the CMS components.",
"Video upload component using Vue/Vuex."
],
"start": "2020-09",
"end": "2021-04",
"tech": {
"programming": [
"python"
],
"framework": [
"django"
],
"database": [
"postgresql",
"dynamodb"
],
"other": [
"rest-api",
"linux",
"shell-scripting",
"git",
"docker"
]
},
"current": false
},
{
"title": "Senior Developer",
"company": "Sponge",
"logo": "sponge.jpg",
"url": "https://wearesponge.com/",
"type": "contract",
"tagline": "Assisted a small team to get a range of small products over the line and into production.",
"duties": [
"Shipping integration using DPD.",
"Payment integration with Stripe.",
"E-commerce garment customisation with Vue.js.",
"Introduced first set of unit tests."
],
"start": "2020-07",
"end": "2020-09",
"tech": {
"programming": [
"python",
"typescript",
"javascript"
],
"framework": [
"django",
"vue"
],
"database": [
"postgresql"
],
"other": [
"rest-api",
"linux",
"shell-scripting",
"git",
"docker",
"html",
"css",
"sass"
]
},
"current": false
},
{
"title": "Senior Python Developer",
"company": "Bulb",
"logo": "bulb.jpg",
"url": "https://web.archive.org/web/20211029235335/https://bulb.co.uk/",
"type": "contract",
"tagline": "Helped Bulb expand into new territories and improve their existing platform.",
"duties": [
"Expanding the platform for international expansion to France, Spain, Texas.",
"Meter lookup aided by disparate, messy data sources from these territories.",
"Support more industry data flows.",
"Billing dependency enhancements.",
"Analysis of address data to aid in design of most efficient lookup services.",
"Extra customer onboarding channels (batch upload for price comparison websites).",
"Tailing off all events to BigQuery, and designing queries to answer questions about customer life-cycles."
],
"start": "2019-10",
"end": "2020-05",
"tech": {
"programming": [
"python",
"jupyter"
],
"framework": [
"flask",
"react"
],
"database": [
"postgresql",
"bigquery"
],
"other": [
"pandas",
"rest-api",
"gcloud",
"linux",
"shell-scripting",
"git",
"docker",
"kubernetes",
"html",
"css"
]
},
"current": false
},
{
"title": "Development Team Lead",
"company": "Muse App",
"logo": "muse.jpg",
"url": "https://getmymuse.com/",
"type": "contract",
"tagline": "Development and architecture of mobile backend using Firebase.",
"duties": [
"Integration with various SaaS including Codat, NorthRow, CompaniesHouse, Insightly.",
"Development of a separate invoice factoring system on GAE using Cloud Endpoints.",
"Translation of mathematical models into Python code.",
"Mentorship and setting of technical direction of the stack.",
"Continually ingesting all data to BigQuery for analysis."
],
"start": "2019-01",
"end": "2019-07",
"tech": {
"programming": [
"python",
"typescript",
"javascript"
],
"framework": [
"express"
],
"database": [
"firestore",
"bigquery",
"postgres"
],
"other": [
"gcloud",
"firebase",
"cloud functions",
"linux",
"shell-scripting",
"git"
]
},
"current": false
},
{
"title": "Computer Vision Engineer",
"company": "TAB (The App Business)",
"logo": "tab.jpg",
"url": "https://www.theappbusiness.com/",
"type": "contract",
"tagline": "Development of backend for a receipt parsing app called HuYu for DunnHumby.",
"duties": [
"OCR and parsers for 9 distinct retailers.",
"Data aggregation into Google BigQuery.",
"Responsible for customer-retention features such as timeline, refer-a-friend.",
"Integration with SurveyMonkey.",
"Tight client liaison on continually improving the data and the parsers."
],
"start": "2018-04",
"end": "2018-12",
"tech": {
"programming": [
"javascript",
"python"
],
"framework": [],
"database": [
"firebase real-time db",
"bigquery"
],
"other": [
"gcloud",
"firebase",
"google vision",
"cloud functions",
"linux",
"shell-scripting",
"git"
]
},
"current": false
},
{
"title": "Senior Software Engineer",
"company": "Barclaycard",
"logo": "barclaycard.jpg",
"url": "https://www.barclaycard.co.uk/",
"type": "contract",
"tagline": "Delivering Pay By Bank app.",
"duties": [
"Maintaining a custom in-house test suite called Regressioniser.",
"Integrating components securely with end-to-end encryption.",
"Javascript for Pay By Bank App merchant frontend integration."
],
"start": "2018-01",
"end": "2018-03",
"tech": {
"programming": [
"java",
"javascript"
],
"framework": [
"apache-cxf"
],
"database": [
"oracle"
],
"other": [
"soap-xml",
"jboss",
"jenkins",
"svn"
]
},
"current": false
},
{
"title": "Senior Software Engineer",
"company": "O2 (Telefónica UK)",
"logo": "o2.jpg",
"url": "https://www.telefonica.com/en/",
"type": "contract",
"tagline": "Delivering features on O2 Priority content management project.",
"duties": [
"Ensuring uptime and resilience against the 'Wednesday noon free coffee' DOS attack.",
"Working with Telefónica staff to align our architecture with their roadmap.",
"Responsible for CMS roles, thus effecting vendor access.",
"Built audit logging via custom annotations.",
"Automated dev start-up workflow to ease working with ~20 services and apps.",
"Contributed to back-end and front-end tests alike.",
"Contributed changes to front-end React applications."
],
"start": "2017-09",
"end": "2017-12",
"tech": {
"programming": [
"java",
"javascript",
"groovy"
],
"framework": [
"dropwizard",
"react",
"nodejs",
"selenium"
],
"database": [
"mongodb"
],
"other": [
"nginx",
"kong",
"jenkins",
"git",
"rest-api",
"shell-scripting",
"html",
"css"
]
},
"current": false
},
{
"title": "Senior Software Engineer",
"company": "Tesco",
"logo": "tesco.jpg",
"url": "https://www.tesco.com/",
"type": "contract",
"tagline": "Part of team at Tesco to build the new price service using Vert.X and RxJava technology.",
"duties": [
"Responsible for proxying service with Apigee / Google Edge.",
"Responsible for building MQTT-based infrastructure proof-of-concept using Mosquitto.",
"Rotated into team that is responsible for ensuring CouchDB uptime, replication, and backups.",
"Rotated into team which automated developer workflows, identity management, and remote working security.",
"Responsible for S3-backed long term storage as required by data retention policy."
],
"start": "2017-02",
"end": "2017-08",
"tech": {
"programming": [
"java",
"groovy"
],
"framework": [
"rxjava",
"vertx",
"kafka"
],
"database": [
"couchbase"
],
"other": [
"shell-scripting",
"apigee",
"mqtt",
"mosquitto",
"aws",
"rest-api",
"git",
"splunk",
"appdynamics",
"runscope",
"jenkins",
"cloudformation"
]
},
"current": false
},
{
"title": "Data Visualisation Engineer",
"company": "Capco",
"logo": "capco.jpg",
"url": "http://capco.com/",
"type": "contract",
"tagline": "Part of team at CAPCO to build an information platform on the MEAN stack for global retail banks.",
"duties": [
"Data visualisation platform built using D3.js.",
"Turning Microsoft Project data into actionable information to assist with financial regulatory changes.",
"Responsible for building the directed-acyclic graph approach of internally representing project trees."
],
"start": "2016-05",
"end": "2017-02",
"tech": {
"programming": [
"javascript",
"typescript"
],
"framework": [
"nodejs",
"angularjs",
"express",
"angular2",
"d3.js"
],
"database": [
"mongodb"
],
"other": [
"circleci",
"docker",
"aws",
"git",
"rest-api",
"html",
"css"
]
},
"current": false
},
{
"title": "Engineering Team Lead",
"company": "Condé Nast",
"logo": "condenast.jpg",
"url": "https://www.condenast.co.uk/",
"type": "contract",
"tagline": "Leading the platform team to build a new fashion startup backed by Condé Nast.",
"duties": [
"Team lead for Platform Team of six.",
"Defining and helping team define OKRs.",
"Reporting to CTO.",
"Responsible for code generation approach to building out our API proxy based on HapiJS.",
"Worked closely with ops to do initial work on scaling out with Kubernetes.",
"Responsible for adopting out-sourced Magento plugin and continuing maintenance in-house.",
"Facilitating integrations with SAP Hybris, Mirakl, Vertex, and other e-commerce SaaS.",
"Introducing team to Mashape's Kong to replace our custom proxy.",
"Contributed 'correlation ID' plugin to Kong.",
"Responsible for interviewing.",
"Devised a remote interviewing and pair programming system.",
"Formulated and implemented metrics and KPIs in backend.",
"Responsible for API developer portal, built with React."
],
"start": "2015-07",
"end": "2016-03",
"tech": {
"programming": [
"javascript",
"lua",
"ruby",
"php",
"python"
],
"framework": [
"nodejs",
"hapijs",
"magento",
"hybris",
"react",
"cucumber"
],
"database": [
"mysql"
],
"other": [
"nginx",
"swagger",
"kong",
"kubernetes",
"shell-scripting",
"git",
"rest-api",
"docker",
"aws",
"mirakl",
"linux",
"html",
"css"
]
},
"current": false
},
{
"title": "Senior Software Engineer",
"company": "Government Digital Service",
"logo": "gds.jpg",
"url": "https://gds.blog.gov.uk/",
"type": "contract",
"tagline": "Transforming government digital services across various ministries and departments.",
"duties": [
"Consulting with various teams at GDS transforming government services as part of greater transformation.",
"Prototyping new casework system, and blockchain-based system-of-record as part of Land Registry beta.",
"Maintained a Home Office policy management system.",
"Fostering code re-use across ministries, agencies, and departments as part of a greater open source initiative in government.",
"Lead developer on the Cross Government Services alpha AKA 'Facebook for Civil Servants'.",
"Developing a near infinite number of prototypes (show-dont-tell)."
],
"start": "2014-03",
"end": "2015-06",
"tech": {
"programming": [
"python",
"scala"
],
"framework": [
"flask",
"nodejs",
"express",
"dropwizard"
],
"database": [
"postgresql"
],
"other": [
"nginx",
"linux",
"shell-scripting",
"docker",
"aws",
"heroku",
"git",
"rest-api"
]
},
"current": false
},
{
"title": "Freelance Software Engineer",
"company": "self-employed",
"logo": "freelance.jpg",
"url": "https://uys.io",
"type": "freelance",
"tagline": "Various freelance while on paternity leave.",
"duties": [
"Credit Monster, Bakersfield, CA: PDF parser for millions of state-level documents. Part of distributed remote team to help launch an identity theft protection system. Supporting services for credit scoring and lead generation.",
"Qudini, London, UK: Optimisation of the core web app. Automate deployment using configuration management.",
"Dohub, London, UK: API on task management, team management, etc. Delivered single page app to interface with API. Task marketplace modelled on an order book."
],
"start": "2013-08",
"end": "2014-03",
"tech": {
"programming": [
"scala",
"java",
"javascript"
],
"framework": [
"playframework"
],
"database": [
"mysql"
],
"other": [
"nginx",
"shell-scripting",
"aws",
"ansible",
"git",
"rest-api"
]
},
"current": false
},
{
"title": "Senior Software Engineer",
"company": "NET-A-PORTER",
"logo": "netaporter.jpg",
"url": "https://www.net-a-porter.com/",
"type": "permanent",
"tagline": "Helped grow a fashion startup into a global e-commerce giant.",
"duties": [
"Helped grow Java team from 2 to 50+.",
"Implemented hundreds of features on the website.",
"Migrated the website from Struts to Spring.",
"Implemented a PCI-compliant payment core service and credit card database with end-to-end encryption.",
"Liaising with the outsourced pentesting team to ensure the payment system is hardened.",
"Introduced Scala to the company in 2009.",
"Hackday champion 2011, showcasing a mobile app for the budding fashion scout.",
"Implemented a CMS and workflow system with the team.",
"Solely implemented the translation service integrating with 3rd party translators and CMS system.",
"Implemented search using ElasticSearch.",
"Implemented sitemap automation using Apache Nutch.",
"Built automation glue for our CI/CD system."
],
"start": "2007-01",
"end": "2013-08",
"tech": {
"programming": [
"java",
"scala",
"javascript"
],
"framework": [
"spring"
],
"database": [
"mysql"
],
"other": [
"elasticsearch",
"apache",
"linux",
"shell-scripting",
"soap-xml",
"lucene",
"solr",
"jenkins",
"svn",
"git",
"rest-api",
"spring-batch",
"apache-nutch",
"alfresco",
"activiti",
"bouncycastle",
"hibernate"
]
},
"current": false
},
{
"title": "Software Engineer",
"company": "BeatThatQuote.com",
"logo": "beatthatquote.jpg",
"url": "https://beatthatquote.com",
"type": "permanent",