SERGIO BASTOS

TECHNICAL

SUMMARY:

●I'm ML Technical Product Manager with extensive business analyst and technology experience. I had the opportunity to data model, develop functional specifications and fine tune 100s of back end process, REST APIs, ML- AI models from a diverse set of data sources, such as: SQL views, Medical records, IOT, library of files, Dropbox, AWS-S3, emails, audio, video, to social data feeds.

●In recent projects, I used Python and Java for back end NLTK/Scikit-learn, and Angular for UI as the basic framework. JSON and XML was used to create the ingestion pipeline to APIs. All the data were normalized to project needs. Data wrangling and cleaning was executed using NLP best practices (Non-stop, error detection, sentiment, entity extraction)

●I used a mix of Agile and Waterfall methodology and gap analysis to improve the team capacity of deliver value to business. New features were managed per priority execution and to lower development risk. API prototype models were integrated to support and drive a range of business optimization such: Search ranking, Risk detection, Chatbot content generation, Web and mobile UI rendering, and categorization of content and user’s profiles.

List of tools used on last 3 years: R-Studio, Python 3x, Java, Jupyter Notebook, SharePoint Designer, MySQL, Oracle, Elasticsearch-Kibana, Gensim, NLTK- Textblob, scikit-learn, Linux-Docker, FLASK / REST-API model deployment

Cloud Services: Azure, AWS and GCP

Github, Jira, AWS-EKS, AWS-SageMaker, MLops- AirFlow

EXPERIENCE:

08/18 - Present ML Model Platform migration -- ML Technical Product Manager- Atlanta - State Farm ®

●Responsible for the technology stack, and end to end product delivery from MVP to production. Conducted architecture, Devops, MLops and code review.

●Developed and Integrated recommendation engine and cloud NLP ML pipelines to promise to leverage AWS autoscale capacity. Implemented unstructured ingestion crawlers for information extraction from text, image and audio preprocessing, for feature engineering using ML models.

●Deployed Models as REST-API endpoints for ease management and integration. Implemented SageMager and EKS as the containerized ML platform to deliver running models to production. Used LDA, LSTM, Word Embedding, and Sci-kit Learn using Python, Pycharm, Jupyter Notebook

●Developed Airflow CI-CD MLops pipeline to migrated ML models developed on-promise to AWS (SageMaker, EC2s and Kubernetes)

6/17 – 08/18 RedRabbit Consultants - Boston, MA - Technical Product Manager – Feature management

●Machine Learn Architect and developer at RedRabbit Project, Aggregating data and content from dozens of providers and IOT devices. Model creation, retraining and online deployment as REST-APIs.

●Developed and integrate ML lean pipeline using python, elasticseach and docker as the primary technology stack. Currently implementing for 2 corporate client a customization of the RedRabbit framework. The technology stack is widely portable: Nodejs(java, javascript), Python and Elasticsearch.

6/17 – 1/18 Client: Bintelligentia Frankfurt - Germany (Remote)

●On Premise - Integrating ML process pipeline to a German company with 100s of 1000s of content data points. Using Word2vec NLP in Python/C++ to leverage Gensim framework to train 100s of classifiers and continuous deploy as REST APIs endpoints.

●04/2017 – 09/2018 -- Client: Boston Scientific Boston, MA

Azure and Google cloud - Implemented a RD vertical search crawler and search relevancy optimization for a major medical device USA corporation. The system is a direct customization of the RedRabbit platform, It is a big data crawling 100s of content endpoints. The content will be aggregated, and ML scored based on user selected topics. There are a continuous aggregation of IOT data, user generated content. A/B test are performed for management and deployment of 100s of AI models. It will be Mining for your target goals 24/7.

6/15 – 10/17 Northrop Grumman, Melbourne, FL

DoD Business Analytics - WorkFlow – Migration Business Analyst (Remote)

●Developed with business partners requirements burndown for Sharepoint 2013 site collections, and business sites to the newly created SP 2013 farm to 10s of project sites. The Sites were customized with business related specific metadata, list views and workflows.

●Developed functional specifications and managed development of process to map SQL views to XML-JSON and automated content pipeline re-hosting based on form metadata status and security.

●Developed a library of Nintex 2013 Workflows to automate REST API - Business Intelligence analytical modeling based on matching business context, data sources, and library of 100s of forecast and ML model(s).

1/14 – 6/17 Innovation-365, Boca Raton, FL

Machine Learning Product Owner – Business Analyst -- Manage Offshore Team (Remote)

RedRabbit Project - Open source – ME2B – PDS Consultant

●Developing Project called RedRabbit. It is a ME2B - PDS social-trusted big data platform allowing user content to be aggregated. It will work for the subscriber ́s interests by connecting their smart phones and computers to our big data, machine learning infrastructure. (ETL into Oracle ERP, SAP ERP, Hadoop, MS-SQL, IEEE, open data Java API, REST APIs, WebHose, Diffbot vendor aggregators and Tweeter).

●Develop comprehensive and detailed business requirements, functional specifications for XML-JSON ingestion and Machine learning model training process pipeline to text mine, NLP the textual and structured data sources as the main product project named RedRabbit - Analytical Workflow Manager. The UI provide a graph and tabular view allowing the user to issue free text or complex SOLR-Lucene like search queries.

●Close managed developers to build technical specifications using agile for R predictive analytical models and collaborating with analytical team (offshore) strategic planning to achieve business goals by identifying and prioritizing development initiatives and setting agile teams for development, and deployment of all web-based services.

9/11 – 12/14 Boston Scientific – Boston / Marlborough, MA

Business Analytics Collaboration Solution Specialist

Business Analyst Consultant

●Planned and developed strategies for systems development of search hierarchy, taxonomy/metadata, and extensive re-design of the UI to allow for web- mobility devices from employees and partners to access the content and video portal. Developed a library of ML models using R-Studio to batch process the classifiers and integrated it as search features-metadata.

●Innovation management system to support accelerated scientific discovery, and patent submission. InfoPath and Nintex workflow processing.

●Developed using agile methodology a search centric approach for indexing distributed data sources and legacy CMS, SQL, Oracle, Teradata, File servers, IOT devices, VOD-OTT Kaltura, GoldFire, FAST Search, Elasticsearch and R modeling development -Hadoop for analytics.

7/10 – 9/11 Ikanos Communications – San Jose, CA

Portal Integration with Back End Data Sources – SharePoint Analyst - SME

●Planned and executed ECM SharePoint Implementation and data migration from DoxBox-Oracle, File System to MOSS 2007. Implemented branding and custom taxonomy framework used for WCM and ECM. The Taxonomy was tailored targeting the improved business workflows and a self-services governance model.

●Assisted business users to define features and UI for portfolio management KPI Business analytics dashboard. Developed custom webparts interfaces to facilitate line of business-LOB.

●Developed a set of business site templates associated with structured site permission, workflow to specific team functions.

11/10 – 4/11 Wells Fargo – Wachovia Savannah – SC (Remote)

SharePoint Extranet – UI Branding, Governance, and Notes Migration

●Short Term MOSS Consulting designer and developer.

●Planned and executed Wells Fargo first SharePoint-Extranet fully branded extranet for insurance partners.

●Developed an analytical infrastructure to drive personalized content to target partner audience. (Implemented using SP workflow logic to build a recommendation engine).

●CMS was used to serve content. SharePoint extranet custom Brand and UI tailored per recommendation engine.

●Google analytics as used to collect data. A/B test was performed to validate recommendation and to monitor relevance.

4/10 – 7/10 eBay - San Jose, CA

Deployment Manager – Consultant

eDiscovery Autonomy Java Portal Integration – Short Term Project

●Planned and executed Autonomy data migration from previous system release. Designed UAT and test cases to facilitate business validation.

●Developed and presented workshops best practice hands-on Agile PM customized to stakeholders.

3/09 – 12/09 Green Planning – Berkeley, CA

Collaboration Solutions Principal

●Project manager for Collaborhood.com an innovative portal being developed by greenplanning.org (NGO) The product is being architected and developed as a collaboration solutions platform for green planning projects using best practices process in use by GreenPlanning.org.

●Agile methodologies is being used to bring to life working design as functional prototype developed using Google apps, and Google wave.

10/08 – 4/09 Allin Consulting (Now DELL) - Walnut Creek, CA

Technical Project Manager and Collaboration Business Analyst

Safeway and LucasFilm -- Sharepoint Technical Product Manager

●Planned and executed Sharepoint Implementation and data Migration.

●Developed and Conducted SharePoint Best practice hands-on workshops with IT and Business users.

●Used SharePoint Designer to customize ASP.net master pages, and tailor workflows to defined look and feel and branding behavior.

9/07 – 9/08 Chevron - Richmond, CA

Technical Product Manager – collaboration Architect – PM

●Web 2.0, Social computing and collaboration architecture and implementation – Chevron-CA (Program manager, Independent Consultant)

●Architected and implemented a Solution Architect for site collections with library of templates, custom workflow to fit the needs of 6 LOBs in their process of adopting information management best practices using MOSS. Managed worldwide deployment. Record management, retention custom workflows, Security-AD Integration.

●Facilitate Migration of fileshare, eRoom, Documentum and LiveLink to SharePoint worldwide.

●Evangelist of WEB 2.0 -- SharePoint platform, developed social computing approaches to establish human-computer interaction – HCI best practices for Enterprise 2.0 site collection implementations. Gained trustworthy adviser recognition among leadership and peers.

●Developed and Conducted SharePoint knowledge transfer hands-on workshops focusing on collaborative web 2.0 best practices process for worldwide business audience.

2008 – 2008 Mobile Candy Dish – Berkeley, CA

Consultant -- CMS -- Media server

●Architected and implemented a VOD web management strategy to support the re-purpose of digital media optimized ingestion workflow to 100s of cellular handsets, and carries standard UI.Developed using DeBabelizer MediaScript.

●The new VOD WMS services increased the traffic delivery of rich media by 300%.

4/07 – 8/07 Wells Fargo – San Francisco, CA

SharePoint Agile Program Manager -- Project: iCEO

●SharePoint Agile Program Manager – Wells Fargo WholeSale – SF CA (Independent Consultant) _ working with MS golden partners – BT -INS

●Planned, Developed and migrated global portal infrastructure to SharePoint MOSS 2007 real-time-collaboration, using Agile project management methodologies, focus group, and short cycles of system development. The deployment affected 30,000 users, 56 LOB and 100s of file systems aggregated into a searchable and secure portal.

2006 – 2007 Visa international – Foster City, CA

Technical Product manager – SharePoint collaboration

●Large-size ECM project developed using SharePoint to support collaborative projects in support of VISA international network infrastructure,

2004 – 2006 Aliveware (Now Aduro inc)– Walnut Creek CA (Remote)

CTO –Product Manager

●Positively influenced the executive team to select best practices process and supported the selection of the development team abroad (India).

●Conducted user centric development using usability sessions and one-one workshops with prospect users to further guide the product development.

●Delivered rich client prototype draft that supported the venture funding for 12 months.

12/95 – 6/04 SAS Institute Inc. – Cary, NC / San Francisco, CA

Technical Product Manager – Analytics/Big data – VOD – OTT

●Technology evangelist – developed and presented workshops best practice hands-on workshops customized to power users and leadership.

●Strong executive influencer to help the incubation of innovative opportunities to bring to the market.

●Presented and developed business-technology mapping demo for prospects and partners.

SAS Alliance Manager -- Alliance Competency Center

●Provided architecture and development support for rapid implementation of worldwide VOD webcast portal applications for “SAS.COM”. Technology – Flash, Director, XML, HTML, MS VOD media server, IIS, SQL-server. Delivered OTT content to syndicated partner sites.

●SouthPeak Interactive - SAS Subsidiary: Delivered ASP multimedia business based titles associated with CD-ROM tittles for the K12 markets with the History Channel/Disney.

EDUCATION:

1990 – 1991 University of California, Berkeley

●MS extension course, Multimedia, UI design

1979 – 1983 Universidade Estadual de Campinas

●Bachelor in Science, Statistics and Computer Science

TRAINING:

2004 – 2004 Naropa University

●Extension, Conscious Business Leadership

2008 – 2008 ScrumMaster – Rally University

●Online Training, Agile

CERTIFICATION:

2005 – 2006 Diablo Valley College

●Multimedia Developer, Multimedia Developer Certification

Sergio Bastos

28 Franklin Street. #2, Somerville, MA 0245

+1-561-***-**** – ac9xgc@r.postjobfree.com

https://www.linkedin.com/in/sbastos/

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