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Pedro Lima, Machine Learning Developer in Porto, Portugal
Pedro Lima

Machine Learning Developer in Porto, Portugal

Member since September 4, 2017
Pedro is a software developer and architect who specializes in data science and machine learning. He has extensive experience in designing and developing data applications on large information systems for companies such as Nestlé, Tetra Pak, and Sony Mobile.
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Portfolio

Experience

Location

Porto, Portugal

Availability

Part-time

Preferred Environment

Jupyter, Python, MacOS, Linux, Git, Sublime Text

The most amazing...

...project I've done was the development of an AI agent that learned to play text-based games and won the Microsoft TextWorld competition.

Employment

  • Freelance NLP/Machine Learning Developer

    2018 - PRESENT
    Discourse
    • Developed machine learning models for natural language understanding.
    • Implemented models for dialog flow identification and classification.
    • Developed unsupervised models for intent discovery and natural language generation.
    Technologies: Continuous Deployment, Continuous Integration (CI), Rasa.ai, GitLab CI/CD, Apache Kafka, Apache Airflow, Data Pipelines, Docker, Big Data, PostgreSQL, Data Science, Machine Learning, PyTorch, Artificial Intelligence (AI), Natural Language Processing (NLP), Natural Language Understanding (NLU), Computational Linguistics, Pytest, SpaCy, Data Engineering, Kubernetes, Amazon Web Services (AWS), Scrum, Scikit-learn, Google Cloud Platform (GCP), Jupyter, Deep Learning, Chatbots, Statistical Data Analysis, NumPy, Python, Pandas, IBM Watson

  • Freelance Chatbot Developer

    2018 - 2019
    BiggerBrains (via Toptal)
    • Developed a natural-language-understanding model for an educational chatbot.
    • Integrated the chatbot with Slack, Facebook Messenger, and Microsoft Teams platforms.
    • Implemented the chatbot dialog engine using a Rasa machine learning system.
    Technologies: Machine Learning, Artificial Intelligence (AI), Natural Language Processing (NLP), Natural Language Understanding (NLU), Computational Linguistics, SpaCy, Scikit-learn, Deep Learning, Chatbots, NumPy, Python, Pandas, Django, Rasa.ai, TensorFlow

  • Freelance NLP/machine learning Developer

    2017 - 2018
    Cargo Chief (via Toptal)
    • Developed a system for data extraction from natural language sources.
    • Implemented both rule-based extractions and machine learning for natural language processing.
    • Developed tools for data curation and data preprocessing.
    Technologies: Amazon Web Services (AWS), OCR, Data Pipelines, Image Processing, MySQL, Data Science, Machine Learning, PyTorch, Artificial Intelligence (AI), Natural Language Processing (NLP), Natural Language Understanding (NLU), Computational Linguistics, SpaCy, Data Engineering, LightGBM, Scrum, Flask, Scikit-learn, GitHub, Jupyter, SQL, Deep Learning, Statistical Data Analysis, NumPy, Python, Pandas

  • Freelance Data Scientist

    2017 - 2017
    HumNutrition (via Toptal)
    • Implemented a product recommendation system that was also integrated with the webshop.
    • Built a predictive model for the churning of subscription customers.
    • Performed a clustering analysis of the customer space to extract insights for marketing.
    • Developed REST web services to integrate the models into the main business application.
    Technologies: ETL, Data Pipelines, Docker, MySQL, Data Science, Machine Learning, PyTorch, Forecasting, SpaCy, Data Engineering, Recommendation Systems, XGBoost, LightGBM, Scikit-learn, GitHub, Jupyter, SQL, Deep Learning, Web Scraping, Statistical Data Analysis, NumPy, Python, Pandas, TensorFlow

  • Freelance Data Analyst

    2014 - 2017
    Nespresso
    • Worked on the blueprint design and implementation of a new retail information system with responsibilities on customer service and supply chain flows.
    • Developed web services for the eCommerce integration with supply chain (stock, availability, sales documents).
    • Implemented an outlier detection system for alerts on customer service data entry.
    • Developed an extensive set of automated unit tests for end-to-end supply chain flows.
    • Analysed data log for bottleneck identification and performance improvement.
    Technologies: ETL, Data Pipelines, Data Science, Machine Learning, Forecasting, Data Engineering, XGBoost, LightGBM, Scikit-learn, Jupyter, SQL, Statistical Data Analysis, NumPy, Python, Pandas, R, SAP

  • Freelance Data Analyst and Developer

    2013 - 2013
    Syncronic
    • Worked as a core developer of a new SaaS platform for sales forecasting.
    • Created the general architecture design, forecasting model, back-end development, REST API, and integration with the ERP system.
    • Developed a forecasting model by combining ARIMA and ETS with a machine-learning gradient-boosting model.
    Technologies: ETL, Data Science, Machine Learning, Forecasting, Scikit-learn, Statistical Data Analysis, NumPy, Python, Pandas, Time Series

  • Data Analyst (Contract)

    2011 - 2013
    Novozymes
    • Worked on the business blueprint and implementation of a new SAP supply chain solution.
    • Designed and developed new production planning heuristics.
    • Developed automated end-to-end tests.
    Technologies: ETL, Data Science, Machine Learning, Scikit-learn, Jupyter, SQL, Statistical Data Analysis, NumPy, Python, Pandas, SAP

  • Web Developer (Contract)

    2011 - 2011
    Unilever
    • Enhanced the Python back-end of Digpedia.net—a multimedia marketing internal web application.
    • Developed, in Django, a system for multimedia management with fine-grained access control.
    • Implemented in the Django application a system for temporary access to resources.
    Technologies: Python, PostgreSQL, Django

  • Data Analyst | Developer (Contract)

    2008 - 2011
    Tetra Pak
    • Designed and developed a block-planning extension to the production planning software.
    • Collaborated on the design of the new available-to-promise solution and product-allocation solution.
    • Designed and implemented enhancements to the SAP CIF interface to support a special VMI scenario.
    • Supported and worked on solution enhancements for rollouts in multiple plants.
    Technologies: Data Science, SQL, Statistical Data Analysis, Python, SAP

  • Data Analyst (Contract)

    2009 - 2010
    Sony Mobile
    • Implemented a prototype for the available-to-promise system using rules-based functionality for the project proof of concept.
    • Designed and implemented an SAP global available-to-promise system.
    • Designed and built the technical specifications for enhancements in the APO interface, backorder processing, and special reports.
    Technologies: Data Science, Python, SAP

  • Data Analyst (contract)

    2008 - 2010
    Nestlé
    • Worked on the data analysis for performance improvement and issue resolution.
    • Designed and implemented an algorithm to support products with shelf-life constraints in sales stock allocation.
    • Enhanced the available-to-promise process in the supply chain management system.
    • Designed and developed a simplified user interface for quotas/allocations maintenance; used dynamic source code generation.
    Technologies: Data Science, ABAP, SQL, Python, SAP

  • Data Analyst (Contract)

    2007 - 2007
    Philips Consumer Electronics
    • Collaborated on the business blueprint design for supply chain quota allocation as a technical expert.
    • Implemented a prototype with the algorithm identified in the blueprint.
    • Worked on the project SWOT analysis.
    Technologies: Data Science, Python, SAP

  • Data Analyst (Contract)

    2007 - 2007
    Johnson & Johnson Pharmaceutical
    • Conducted a data analysis in order to troubleshoot system issues and implement improvements.
    • Designed and developed enhancements on the sales forecasting and a demand-planning system.
    • Implemented enhancements to the production-planning detailed scheduling system.
    Technologies: Data Science, SQL, Python, SAP

  • Data Analyst | Developer

    2001 - 2006
    Sonae Industria
    • Worked on a new greenfield SAP implementation with a focus on the supply chain system.
    • Analyzed data in order to achieve performance and stability improvement.
    • Developed a real-time asynchronous interface for a SAP integration with shop-floor control.
    • Implemented a web-based performance-monitoring dashboard.
    Technologies: Java, Data Warehouse Design, Data Science, ABAP, SQL, Statistical Data Analysis, Python, R, Oracle, SAP

Experience

  • First Prize Winner of Microsoft Research TextWorld AI Competition
    https://www.microsoft.com/en-us/research/blog/first-textworld-problems-the-competition-using-text-based-games-to-advance-capabilities-of-ai-agents/

    I am the winner of a global competition on reinforcement learning and natural language understanding for building agents capable of solving text-based games.

  • Kaggle Master
    https://www.kaggle.com/pvlima

    I achieved the rank of master in a Kaggle machine learning competition platform.

  • Sales Forecasting Platform

    I worked on the design and development of a SaaS platform for sales forecasting. I also implemented a hybrid time series forecasting algorithm using ARIMA, ETS, and gradient boosting.

  • Production Planning Heuristic

    I designed and developed a heuristic algorithm for the special cyclic planning of fast-moving products. The planning heuristic is based on standard lots planning with additional leveling of production quantities and special scheduling based on product setup values.

  • Outlier Detection System

    I implemented an outlier detection system based on a random forest algorithm to provide alerts for suspicious/wrong data in the customer service flow.

Skills

  • Languages

    Python, SQL, ABAP, Java, R, JavaScript

  • Frameworks

    LightGBM, Django, Scrapy, Flask

  • Libraries/APIs

    PyTorch, XGBoost, Scikit-learn, Pandas, Matplotlib, Beautiful Soup, TensorFlow, Keras, SciPy, NumPy, SpaCy, jQuery

  • Paradigms

    Data Science, ETL, Continuous Integration (CI), Continuous Deployment, Test-driven Development (TDD), REST, Scrum

  • Other

    Data Analytics, Data Analysis, Statistical Data Analysis, Natural Language Processing (NLP), Data Engineering, Machine Learning, SAP, Natural Language Understanding (NLU), Image Processing, Serverless, Chatbots, Artificial Intelligence (AI), Recommendation Systems, lxml, Web Scraping, Deep Learning, Scientific Computing, Computational Linguistics, Forecasting, Time Series, Big Data, Maps, OCR, Data Warehouse Design, Google BigQuery, Computer Vision

  • Tools

    Rasa.ai, Apache Airflow, Jupyter, GitHub, Git, Sublime Text, GitLab CI/CD, Tableau, PyCharm, IBM Watson, Pytest

  • Platforms

    Docker, Google App Engine, MacOS, Linux, Google Cloud Platform (GCP), Kubernetes, Oracle, Apache Kafka, AWS Lambda, Amazon Web Services (AWS)

  • Storage

    Data Pipelines, PostgreSQL, MySQL, Elasticsearch, PostGIS, MongoDB

Education

  • PhD degree in Process Systems Engineering
    1999 - 2007
    Coimbra University - Coimbra, Portugal
  • Master's degree in Chemical Engineering
    1992 - 1997
    Coimbra University - Coimbra, Portugal

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