Alexandre Carvalho, Phd. Email & Phone Number
Who is Alexandre Carvalho, Phd.? Overview
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Alexandre Carvalho, Phd. is listed as Machine Learning Engineering and Data Science Consultant at Billigence, a with 214 employees, based in Sydney, New South Wales, Australia. AeroLeads shows a matched LinkedIn profile for Alexandre Carvalho, Phd..
Alexandre Carvalho, Phd. previously worked as Machine Learning Engineering / Data Science Consultant at Billigence and Advanced Analytics Applications Consultant at 4Impact.Co Pty Ltd. Alexandre Carvalho, Phd. holds Machine Learning from Stanford University.
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About Alexandre Carvalho, Phd.
Alex is a Machine Learning Engineer/Scientist with over 5 years’ experience exploring all the ways learning and automation can be engineered to support decision making systems and knowledge discovery processes. Graduated as a Biological Scientist at São Paulo State University (2008), holds a PhD. in Environmental Engineering Sciences at the University of São Paulo (2014). Has studied Business (2018) and Software Development (2019) focused on entrepreneurial innovation to build up key startups' mindset and applications development skills. Well versed working with continuous operations (CI/CD/CT - MLOps) for ML systems at any scale, Open Source tools over agnostic infrastructure options, and ML engineering best practices to make sure pipelines and ML systems are solid end to end. Specialised in the development and deployment of highly scalable batch and online machine learning systems, AI systems for Computer Vision in the Cloud and at the Edge (IoT), and in the application of optimization algorithms to generate predictive analytics and improve business processes.SKILL HIGHLIGHTS- Advanced Python programming skills following best practices form to produce clean, optimised and tested modular code;- Advanced knowledge of Machine Learning Engineering automation of pipelines and ML systems development and operations lifecycle;- Advanced knowledge of frameworks and libraries for tensors, matrices and parallelised computation (Pytorch, Ray, Jax, Tensorflow, Numpy);- Cloud engineering skills using AWS, GCP and open-source services/technologies for DevOps, distributed computation and Machine Learning Engineering (Metaflow, Kubeflow, Tensorflow Extended (TFX), CloudWatch, EKS, ECS, EMR, Batch, Sagemaker, Cloud9, Feature Store, AWS StepFunctions, API Gateway, Apache Airflow, Hadoop, Ray, Spark, Beam, Kubernetes, Docker Containers, Lambda, Cloud Functions, Dataproc, Dataflow, IAM profiles, CLIs, and Python SDKs);- Experience with Computer Vision, Natural Language Processing, Anomaly Detection, Evolutionary Algorithms and Optimisation Problems.
Listed skills include Strategic Environmental Assessment, Environmental Impact Assessment, Sustainability, Gis, and 29 others.
Alexandre Carvalho, Phd.'s current company
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Alexandre Carvalho, Phd. work experience
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Machine Learning Engineering / Data Science Consultant
CurrentThe role includes:- Gathering stakeholders requirements involving business values attached to development goals, and the shape and scope of the system that the code is part of;- Writing Functional and Object-Oriented Python programming code to attend projects’ requirements and specifications, following best practices form for reliable, maintainable and efficient code;- Debugging and writing code to support data scientists and analysts, converting Jupyter notebook projects into reproducible, versioned, maintainable and automated pipelines for production environment;- Development of Python utils libraries for processing, unit, integration and validation testing tasks;- Containerisation of services (processing tasks, pipelines and applications) seeking isolation of environments, efficient use of resources, dependencies management, reliability and scalability;- Cloud development on GCP and AWS, setting up resources, APIs, IAM roles/profiles, alerts/notifications, triggers (Lambda/Cloud Functions), schedulers/orchestrators for pipeline processing tasks and applications with managed and serverless services;- Use of source control systems for code versioning practices (Github, Bitbucket) and container registry services (GCR and Docker hub);- Development of exploratory NLP project/app as part of a mental health survey about Covid and employment (NSW Government) for a range of Natural Language Understanding tasks (Keyword Extraction, Sentiment Analysis and Semantic Search) using RoBERTa and other transformers (main technologies: Python, UMAP, HDBSCAN and Streamlit - UI); - Sentiment analysis classification of review on Trustpilot and other forums (main technologies: Python, Requests, BeautifulSoup, Google Cloud Natural Language, Scattertext and Tableau for UI);- Text data mining with text vectorisation to analyse comments and reviews (main technologies: Python, TF-IDF vectoriser, SpaCy and ScatterText - UI.
Advanced Analytics Applications Consultant
4impact.co is an advanced analytics consultancy offering advice and expertise with customised solutions helping businesses growing smart, strategic and strong. - Working with senior clients to develop creative opportunities and solutions to support decision-making processes;- Development of Optimisation algorithm for vehicle routing problem (main technologies: Python and Google Operations Research tools);- Development of restful APIs with Python Flask and cloud deployments on AWS;- Modifying pre-built algorithms to include customised solutions;- Packaging up applications on Docker containers;- Setting up SQL and NoSQL databases on AWS (MySQL, MongoDB,..);- Processing and analysing data to develop business intelligence insights with spatial and non-spatial data for operations, market, customers and competitors;- Geocoding and mapping data, developing interactive analysis, maps, visualisations and dashboards;- Development of supervised and unsupervised Machine Learning algorithms for regressions and classifications tasks/analysis with Python.
Project Management Assistant
Service focused on assisting construction companies solving engineering and management problems.The role included: Assistance implementing commercial and residential construction projects in structural steel; Assistance developing tailored engineering solutions to meet demands and achieve deliverables in the fabrication and installation of structural steel projects;Liaison with internal project managers on project requirements.
Spatial Data Scientist/Analyst
Spatial planning consultancy providing research, data analysis, inputs, advice and mapping services to support the decision making of environmental and engineering projects (e.g. suitability analysis, location intelligence research, property/site research for engineering projects and new undertakings such as urban development, housing, waste planning and management, transport infrastructure, protected areas, compliance, etc.).The role included: - Data manipulation, analysis, management and visualisation of spatial and non-spatial datasets including 2D and 3D modelling;- Remote sensing and image classification;- Data processing and transformation of Shape, Json and GeoJson files;- Development of reports, maps, spatial analysis and cartographic products to aid the decision-making of urban planning, housing and environmental permits; - Transformation, integration and translation of spatial data (including CAD drawings);- Maintenance of database for spatial data;- Development of spatial analysis, technical documents and proposals for stakeholders;- Image georeferencing, and digitising of maps and satellite images; - Operation and maintenance of the GIS system’s hardware, software, and peripherals;- Editing of clients and providers data, and organisation of projects data files;- Development of analytics solutions in collaboration with other internal/external professionals;- Management of relationships with existing and potential clients;- Main technologies: ArcGIS and Python.
Project Manager
Engineering company focused on planning, building and managing structural steel projects for big-box retail stores on the whole Brazilian territory. The role included: - Guidance and counselling of the company owner;- Management of client relationships and expectations throughout the project;- Collaboration and negotiation with key stakeholders in defining project scope boundaries;- Risks management, reporting and monitoring of project deliverables and resources;- Negotiation with third-party logistics on the delivery of their commitments;- Collaboration in the development of a forecasting model in order to effectively manage and schedule resources;- Working on multiple projects, gathering requirements from business stakeholders;- Coordination with client management and project team to identify and meet project objectives;- Leading internal project teams to achieve project defined milestones and deliverables; - Construction of 16 large department stores for key accounts (2 of the top biggest chain of fashion retail clothing stores in Brazil - C&A and Lojas Pernambucanas); - Development of critical enhancements in the operations process that enabled the business model to scale up its operations for both planning, project execution (fabrication and install) and logistics;- Implementation of technological and management changes to the construction process that resulted in a reduction of around 23% of the operations time and in an increase of around 17% in the revenue per project.
Phd. Researcher In Spatial Strategies And Sustainability Planning
Scholarship holder at a Sustainability and Spatial Planning Research Group focused on providing high-level technical advice to support spatial development actions and strategic decision makings for Brazilian authorities, engineering industries, local governments, and councils (spatial, statistical and suitability analysis for several development intentions, projects and plans, such as housing; airports; landfills and waste disposal; transport infrastructure; city master plans; regional plans and strategies for transport, tourism and economic development; and etc.). The role included: - Development of tailored processes and systems to support decision making driven by spatial and non-spatial data; - Development of research projects, technical documents, papers, reports, proposals and presentations related to sustainability and decision making systems of development intentions;- Provided sustainability planning and GIS training, support and technical guidance on systems and processes to the planning authorities of the city of Brotas (São Paulo state);- Tutoring and development of learning activities for the Environmental Licensing discipline offered to the last term of Environmental Engineering Bachelor’s Degree at São Carlos Engineering School – University of São Paulo;- Contribution to plan-making and development intentions exploring opportunities to integrate sustainability and GIS capabilities within broader strategies;- Data manipulation, analysis, management and visualisation of spatial datasets including 2D and 3D modelling; - Compilation of data for statistics to incorporate into documents and reports;- Consult with external stakeholders to access censuses, fieldwork, satellite and aerial imagery, and maps;- Image georeferencing; - Transformation, integration and translation of spatial data (including CAD drawings); - Liaison with private and public technical authorities.
Colleagues at Billigence
Other employees you can reach at billigence.com. View company contacts for 214 employees →
Kevin Wong Chang Zheng
Colleague at BilligenceSingapore
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Yasin S.
Colleague at BilligenceSingapore
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Agnieszka Kurjato
Colleague at BilligenceWroclaw Metropolitan Area, Poland
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Vyacheslav Shapovalov
Colleague at BilligencePrague Metropolitan Area, Czech Republic
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Matthew Phong
Colleague at BilligenceSingapore
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Kevin Lin
Colleague at BilligenceHurstville, New South Wales, Australia
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Dan Arthur
Colleague at BilligenceSydney, New South Wales, Australia
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Maya Anderson
Colleague at BilligenceCincinnati, Ohio, United States
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Jitka Mendová
Colleague at BilligencePrague, Czechia, Czech Republic
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Kate Barclay
Colleague at BilligenceGreater Sydney Area, Australia
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Alexandre Carvalho, Phd. education
Machine Learning
Doctor Of Philosophy (Ph.D.), Environmental Engineering Sciences, 5/5
Bachelor’S Degree, Biology/Biological Sciences, General
Frequently asked questions about Alexandre Carvalho, Phd.
Quick answers generated from the profile data available on this page.
What company does Alexandre Carvalho, Phd. work for?
Alexandre Carvalho, Phd. works for Billigence.
What is Alexandre Carvalho, Phd.'s role at Billigence?
Alexandre Carvalho, Phd. is listed as Machine Learning Engineering and Data Science Consultant at Billigence.
Where is Alexandre Carvalho, Phd. based?
Alexandre Carvalho, Phd. is based in Sydney, New South Wales, Australia while working with Billigence.
What companies has Alexandre Carvalho, Phd. worked for?
Alexandre Carvalho, Phd. has worked for Billigence, 4Impact.Co Pty Ltd, Abn Contractor, 9N Environmental Services, and M. O. Carvalho Structural Engineering Ltd..
Who are Alexandre Carvalho, Phd.'s colleagues at Billigence?
Alexandre Carvalho, Phd.'s colleagues at Billigence include Kevin Wong Chang Zheng, Yasin S., Agnieszka Kurjato, Vyacheslav Shapovalov, and Matthew Phong.
How can I contact Alexandre Carvalho, Phd.?
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What schools did Alexandre Carvalho, Phd. attend?
Alexandre Carvalho, Phd. holds Machine Learning from Stanford University.
What skills is Alexandre Carvalho, Phd. known for?
Alexandre Carvalho, Phd. is listed with skills including Strategic Environmental Assessment, Environmental Impact Assessment, Sustainability, Gis, Environmental Awareness, Environmental Management Systems, Climate Change, and Environmental Science.
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