Experience

BC Tecnología

• Chile
• Information Technology & Services
• 100 - 200 Employee

• MLOps Engineer | Senior Machine Learning Engineer | Senior Data Scientist

  • May 2023 - Present

  Chile ● CLIENT: WALMART CHILE.



Muruna

• Chile
• IT Services and IT Consulting
• 1 - 100 Employee

• Senior Data Scientist | Machine Learning Engineer | MLOps Engineer

  • Apr 2022 - Apr 2023

  Chile

• Researcher Open Banking and Bank as a Service ( BaaS )

  • Nov 2021 - Mar 2022

  Chile ► ACHIEVEMENTS: ● CLIENT: BCI BANK. ● PROJECT: As Part of A Team, I Had the Role of Principal Researcher of the Fintech Ecosystem, Open Banking Industry and Bank As A Service ( BaaS ) at a National and International Level: APIs, Data Management, Providers, Services and Functionalities. This Research Allowed Technical and Strategic Analysis of Potential Improvements and Functionalities for the MACH Card and the Wholesale Segment of BCI Bank.

• Principal Data Scientist | Machine Learning Engineer

  • Jun 2021 - Oct 2021

  Chile ► ACHIEVEMENTS: ● CLIENT: SCOTIABANK BANK. ● PROJECT: Adapt and Build Using Machine Learning, an Insurance Prediction Model, Originally Built by Scotiabank Business Intelligence Area, Which Allows the MLOps (Machine Learning Operations) Platform To Be Used With a Real Bank Business Case.

• Principal Data Scientist | MLOps Engineer

  • Nov 2020 - Oct 2021

  Chile ► ACHIEVEMENTS: ● CLIENT: SCOTIABANK BANK. ● PROJECT: Design and Build an Architecture and Technological Infrastructure of MLOps (Machine Learning Operations), Which Allows It To Be Used By Different Areas of The Scotiabank That Build Machine Learning Models and Need a Technological Infrastructure That Allows Them To Be Put Into Production.

• Principal Data Scientist | Machine Learning Engineer

  • Mar 2021 - May 2021

  Chile ► ACHIEVEMENTS: ● CLIENT: SCOTIABANK BANK. ● PROJECT: I Built Using Machine Learning and Synthetic Data, a Credit Taking Prediction Model that allows the MLOps (Machine Learning Operations), Platform to Be Experimentally Tested.



Quantum AI

• Chile
• Research Services

• Consultant - Artificial Intelligence | Data Science | Quantum Computing

  • Feb 2020 - Apr 2023

  Chile ► FOCUSED ON: ● Google Cloud Platform (GCP). ● MLOps: Machine Learning Operations. ● Agile Frameworks. ● Deepening in Studies and Research in Quantum Computing. ● Development of the Strategic Side of Machine Learning: - Monetization Strategy and Machine Learning Product. - RoadMap Creation. - Building the Path to Production. - Machine Learning Team Building: Hiring, Leadership, and Growth. - Analysis of the Best Machine Learning… Show more ► FOCUSED ON: ● Google Cloud Platform (GCP). ● MLOps: Machine Learning Operations. ● Agile Frameworks. ● Deepening in Studies and Research in Quantum Computing. ● Development of the Strategic Side of Machine Learning: - Monetization Strategy and Machine Learning Product. - RoadMap Creation. - Building the Path to Production. - Machine Learning Team Building: Hiring, Leadership, and Growth. - Analysis of the Best Machine Learning Methodologies. ● Construction of Datasets. ● Algorithms and Programming Study. Show less



Scotiabank

• Canada
• Banking
• 700 & Above Employee

• Principal Data Scientist - Specialist in Artificial Intelligence and Machine Learning

  • Sep 2018 - Jan 2020

  Chile ► ACHIEVEMENTS: ● Fulfill the Role of Principal Data Scientist and Specialist in Artificial Intelligence and Machine Learning in the Area of ​​Innovation and Management Models, and in the Area of ​​Methodology and Global Risk Management. ● Innovate by Creating a Predictive Model of Default Risk Using Machine Learning and a Combination of Data Sources and Typologies. ● Innovate Using Unstructured Information from Credit Cards of BBVA-Chile Bank, For Use in Risk and Capital… Show more ► ACHIEVEMENTS: ● Fulfill the Role of Principal Data Scientist and Specialist in Artificial Intelligence and Machine Learning in the Area of ​​Innovation and Management Models, and in the Area of ​​Methodology and Global Risk Management. ● Innovate by Creating a Predictive Model of Default Risk Using Machine Learning and a Combination of Data Sources and Typologies. ● Innovate Using Unstructured Information from Credit Cards of BBVA-Chile Bank, For Use in Risk and Capital Models. ● Statistical Analysis of Scores Produced By Internal Models Versus Scores of Models Built By An External Company. ● Comparison of Estimators (Beta) Versus New Estimators Given the Updated Dataset with New Variables. ● Analysis of Influence on The Scores of the Variables. ● Creation and Construction of a Predictive Model of Anticyclical Provisions. ● Data Consolidation Between BBVA-Chile Bank and Scotiabank-Chile Bank Building Automated Statistical Data Analysis Tools. ● Proposals for the Use of Artificial Intelligence and Machine Learning in Risk and Capital Models. ● Proposals for managing Big Data Versus Hardware, Software and Processing Capacity. ● Research, Proposals and Application of a Data Science Methodology. ● Solutions based on Scientific Literature (Papers). ● Definition and Approach of Hypothesis / Objective Variable / Class, based on Data and Business Knowledge. ● Engineering and Attributes / Characteristics Selection, Based on Data and Business Knowledge. ● Definition of GANTT in the Dynamic Context of Data Science and Machine Learning. ● Extraction, Transformation and Loading of Data. ● Analysis of Structured and Unstructured Data From Different Sources. ● Statistical Analysis (Descriptive / Predictive) of Variables. ● Verification of Target Variable / Hypothesis / Class. ● Search and Creation of the Best Algorithms for Models. ● Meetings with Stakeholders. Show less



BBVA Chile

• Chile
• Financial Services
• 400 - 500 Employee

• Principal Data Scientist

  • Jun 2018 - Aug 2018

  Chile ► ACHIEVEMENTS: ● Fulfill the Role of Principal Data Scientist and Specialist in Artificial Intelligence and Machine Learning in the Area of ​​​​Methodology and Global Risk Management. ● Innovate by Creating a Predictive Model of Default Risk Using Machine Learning and a Combination of Data Sources and Typologies. ● Innovate Using Unstructured Information from Credit Cards of BBVA-Chile Bank, For Use in Risk and Capital Models. ● Proposals for the Use of Artificial Intelligence… Show more ► ACHIEVEMENTS: ● Fulfill the Role of Principal Data Scientist and Specialist in Artificial Intelligence and Machine Learning in the Area of ​​​​Methodology and Global Risk Management. ● Innovate by Creating a Predictive Model of Default Risk Using Machine Learning and a Combination of Data Sources and Typologies. ● Innovate Using Unstructured Information from Credit Cards of BBVA-Chile Bank, For Use in Risk and Capital Models. ● Proposals for the Use of Artificial Intelligence and Machine Learning in Risk and Capital Models. ● Proposals for managing Big Data Versus Hardware, Software and Processing Capacity. ● Research, Proposals and Application of a Data Science Methodology. ● Solutions based on Scientific Literature (Papers). ● Definition and Approach of Hypothesis / Objective Variable / Class, based on Data and Business Knowledge. ● Engineering and Attributes / Characteristics Selection, Based on Data and Business Knowledge. ● Definition of GANTT in the Dynamic Context of Data Science and Machine Learning. ● Extraction, Transformation and Loading of Data. ● Analysis of Structured and Unstructured Data From Different Sources. ● Statistical Analysis (Descriptive / Predictive) of Variables. ● Verification of Target Variable / Hypothesis / Class. ● Search and Creation of the Best Algorithms for Models. ● Meetings with Stakeholders. Show less



Cyberleopard ™

• Chile
• Technology, Information and Internet

• Principal Data Scientist - Research Lead

  • Apr 2017 - May 2018

  Chile ► ACHIEVEMENTS: ● Deliver Solutions Through The Power of Data to The Various Problems Facing Business, Industry and Science. ● Raise New Hypotheses, and If They Are Proven, Use Them to Generate Innovation, in The Form of New Business and Strategies Driven By Data. ● Build Solutions Driven by Data and Generated with Artificial Intelligence, Machine Learning and Data Science. ● Perform Scientific Research That Allows Delivering Better Products, Services and Innovation. ●… Show more ► ACHIEVEMENTS: ● Deliver Solutions Through The Power of Data to The Various Problems Facing Business, Industry and Science. ● Raise New Hypotheses, and If They Are Proven, Use Them to Generate Innovation, in The Form of New Business and Strategies Driven By Data. ● Build Solutions Driven by Data and Generated with Artificial Intelligence, Machine Learning and Data Science. ● Perform Scientific Research That Allows Delivering Better Products, Services and Innovation. ● Projects of Data Science, Artificial Intelligence and Machine Learning: - Visual Recognition Model in Real Time. - Price Prediction Model in the Financial Market. Show less



Servicio de Registro Civil e Identificación

• Chile
• Government Administration
• 200 - 300 Employee

• National Manager of Information Security (CSO, CISO)

  • Jan 2016 - Dec 2016

  Chile ► ACHIEVEMENTS: ● Protect Data As: National Information Security Officer (CSO, CISO). Member of the Computer Security Team. ● Implementation Of The ISO / IEC 27001/27002: 2013 Information Security Standard. ● Audit to The Information Security System. ● In Charge Of The Information Security Management System. ● Compliance With The Management Improvement Program 2016. ● Collection Of Technological Evidences. ● Construction Of Reports. ● Development Of… Show more ► ACHIEVEMENTS: ● Protect Data As: National Information Security Officer (CSO, CISO). Member of the Computer Security Team. ● Implementation Of The ISO / IEC 27001/27002: 2013 Information Security Standard. ● Audit to The Information Security System. ● In Charge Of The Information Security Management System. ● Compliance With The Management Improvement Program 2016. ● Collection Of Technological Evidences. ● Construction Of Reports. ● Development Of Policies, Procedures and Instructions for Information Security, Controlling Its Implementation, Correct Application and Operation. ● Advise and Support Subdirectories, Departments, Units And Areas Of The Institution In The Elaboration And Updating Of Policies, Procedures And Instructions Related To Information Security And Informatic Security. ● Coordinate Responses To Information Security incidents. ● Lead, Advise, Coordinate And Support Regional Information Security Managers. ● Leading, Coordinating And Managing The Operational Committee On Information Security, Composed Of Representatives Of The Different Subdirectorates, Departments And Units Of The Service. ● Participate In The Information Security Directive Committee, Chaired By The National Director, With The Participation Of The Subdirectors Of Areas, Heads Of Departments And Units, Chief Of Staff And Security Officer T.I. ● Establish Liaison Points With Information Security Officers Of Public Institutions And External Specialists, To Be Aware Of Trends, Norms And Methods Of Information Security and Computer Security. ● Communicate With Respect To Computer Security And Information Security. ● Filter Through The Use Of Specialized Methods And Software, Any Unauthorized Or Abusive Access To Some Services Provided By The Civil Registry and Identification Service. ● Supervise and Collaborate With Security Officer T.I. Show less



Pontificia Universidad Católica de Chile

• Higher Education
• 700 & Above Employee

• Researcher in Artificial Intelligence and Machine Learning Applied to Astronomy and Genetics

  • Aug 2013 - Dec 2015

  Chile ► ACHIEVEMENTS: ● Data Sets Processing Using: Graphlab. Pandas. Plotly. Numpy. Matplotlib. Scikit-Image. Scikit-Learn. Astropy. Weka. RapidMiner. ● Extraction and Selection of Characteristics in Data Sets of the Type: Numerical. Textual. Visual. Sound. Genetic. Astronomical. Using: Scikit-Learn. Balu. HOG. SIFT. Time Series (FATS). PCA. LDA. ICA. and Other Mathematical Methods and… Show more ► ACHIEVEMENTS: ● Data Sets Processing Using: Graphlab. Pandas. Plotly. Numpy. Matplotlib. Scikit-Image. Scikit-Learn. Astropy. Weka. RapidMiner. ● Extraction and Selection of Characteristics in Data Sets of the Type: Numerical. Textual. Visual. Sound. Genetic. Astronomical. Using: Scikit-Learn. Balu. HOG. SIFT. Time Series (FATS). PCA. LDA. ICA. and Other Mathematical Methods and Statisticians. ● Understanding of Learning: Supervised, Not Supervised, Semi Supervised and Reinforced with: Regression Analysis. Support Vector Machines. K Nearest Neighbors. Kernel RBF. Decision Trees. Random Forest. Bayesian Learning. Gaussian Processes. Naive Bayes. Gaussian Mixture Model. Methods of Assembly. AdaBoost. Algorithms of Associations. Apriori. FP-growth. Clustering. DBSCAN. Expectation Maximization. K-Means. Neural Networks. Deep Learning. Bag Of Words. Hidden Markov Models. Multi-Armed Bandit. and Others. ● Programming In Matlab and Python. ● Evaluation Using: Hold-Out. Random Subsampling. K-Fold Cross Validation. Precision. Recall. F-Score. Confusion Matrix. ROC. and Others. ● Use of Libraries: K-SVD. VLFeat. LIBSVM. LIBLINEAR. OpenCV. Scikit-Learn. SciPy. ● Analysis, Reproduction of Experiments, and Public Presentations of Scientific Papers in English of: Machine Learning. Mobile Robotics. Data Mining. Probabilistic Graphics Models. Patterns Recognition. Advanced Topics of Machine Intelligence. Computer Audition. Visual Recognition with Machine Learning. Biological and Genetic Processes. Astronomy and Astrophysics. ● Interdisciplinary Application: Machine Learning, Genetics, Astronomy and Astrophysics. ● Member of the Scientific Team of the Pontificia Universidad Católica de Chile and Harvard University. ● Assistant Researcher at the First Workshop of the Millennium Institute of Astrophysics. ● Learning of World Class Research in IBERAMIA 2014: International Congress of Artificial Intelligence.

• IBERAMIA 2014 | Part of the Organizing Staff

  • Sep 2013 - Nov 2014

  Chile ► ACHIEVEMENTS: ● Put into Practice Part of my Experience, Knowledge and Skills Acquired when I was a Producer and Director of Conventions and Events. ● To Know from First Source the Work of Vanguard of Important Scientists of the World. ● To Know the Internal Function and Management of a World Class Scientific Event. ● Check the Confidence Deposited in Me From my Supervisors, by Assigning Specific Assignments within IBERAMIA 2014. ► For More Information:… Show more ► ACHIEVEMENTS: ● Put into Practice Part of my Experience, Knowledge and Skills Acquired when I was a Producer and Director of Conventions and Events. ● To Know from First Source the Work of Vanguard of Important Scientists of the World. ● To Know the Internal Function and Management of a World Class Scientific Event. ● Check the Confidence Deposited in Me From my Supervisors, by Assigning Specific Assignments within IBERAMIA 2014. ► For More Information: IBERAMIA 2014, http://www.iberamia.org/iberamia2014/ November 24-28, 2014, Santiago, Chile, Organized by the Pontifical Catholic University of Chile (PUC). The Ibero-American Society of Artificial Intelligence, (IBERAMIA), is a legally constituted and non-profit making association, with the main objective of promoting scientific and technological activities related to Artificial Intelligence in Ibero-American countries and Spanish and Portuguese speaking countries. IBERAMIA brings together the various Ibero-American associations of Artificial Intelligence, strengthening common bonds, promoting activities and projects related to teaching, research, transfer and technological innovation related to Artificial Intelligence.

• Postgraduate and Undergraduate Teaching Assistant

  • Aug 2013 - Aug 2014

  Chile ► ACHIEVEMENTS: ● I applied my knowledge as a researcher and my experience as a university teacher in the courses: ARTIFICIAL INTELLIGENCE. DATA MINING. MINING AND DATA MANAGEMENT. ● As an Assistant Teacher, I learned the Context and Teaching Methodology of the Department of Computer Science of the Pontificia Universidad Católica de Chile, The Assistantships Were Given To: MAGISTER IN INFORMATION AND MANAGEMENT TECHNOLOGIES. DIPLOMATED IN BUSINESS… Show more ► ACHIEVEMENTS: ● I applied my knowledge as a researcher and my experience as a university teacher in the courses: ARTIFICIAL INTELLIGENCE. DATA MINING. MINING AND DATA MANAGEMENT. ● As an Assistant Teacher, I learned the Context and Teaching Methodology of the Department of Computer Science of the Pontificia Universidad Católica de Chile, The Assistantships Were Given To: MAGISTER IN INFORMATION AND MANAGEMENT TECHNOLOGIES. DIPLOMATED IN BUSINESS INTELLIGENCE. CAREER OF CIVIL ENGINEERING. ● In the Master, Diploma and Career of Civil Engineering, Perform: Test Correction Guidelines, Test Correction and Laboratory Experiences. ● I also put into practice the Working Methodology between the Course Teacher and the Assistant, which uses the Computer Science Department of the Pontificia Universidad Católica de Chile.



Profesional independiente

• Vulnerability Researcher | Forensic | Lecturer

  • Jan 2010 - Dec 2012

  Chile ► ACHIEVEMENTS: ● Provide Internet Zone Monitoring Service to Alert Institutions and Persons of Vulnerabilities and New Attack Vectors. ● Provide Forensic and Anti-Forensic Services, Applying Technology and Methods that Allow to Recover Lost Data, and Secure Data Deletion. ● Provide Anti-Forensic Services, Knowing Methodologies, Tools, and Creating New Methodologies, which Allow to Protect the Privacy of Institutions and People in a Digital Context. ● Private classes.



AIEP

• Chile
• Higher Education
• 700 & Above Employee

• Head of TIC Area | Head of Careers | Teacher

  • Jan 2009 - Dec 2009

  Chile ► ACHIEVEMENTS: ● Solution of various problems of both teachers and students. ● In charge of 43 teachers and the attention and retention of almost 1,000 students. ● Management of the Team of Teachers, Planning and Monitoring of Various Academic Processes Reporting to Any of The 6 Directors. ● Management, Planning and Execution of Meetings, Conferences, Seminars and Technological Events That Are Performed Annually. ● Management, Planning and Monitoring of Courses. ●… Show more ► ACHIEVEMENTS: ● Solution of various problems of both teachers and students. ● In charge of 43 teachers and the attention and retention of almost 1,000 students. ● Management of the Team of Teachers, Planning and Monitoring of Various Academic Processes Reporting to Any of The 6 Directors. ● Management, Planning and Execution of Meetings, Conferences, Seminars and Technological Events That Are Performed Annually. ● Management, Planning and Monitoring of Courses. ● Schedule Planning, Teachers, Rooms and Laboratories. ● Review and Updating of Course Contents. ● Management and Monitoring of Various Software Tools and Hardware Equipment. ● Review of T.I.C. Technologies, Bibliographic Analysis. ● Obtaining of Strategic Goals, and Improvement of Indices. ● Start-up of New Network Laboratories, and Computer Security Laboratories, for New Careers to Begin in 2010. ● Teaching in T.I.C. Show less



Universidad de Tarapacá

• Chile
• Education Administration Programs
• 400 - 500 Employee

• Professor

  • Jul 2008 - Dec 2008

  Chile



GDO Consultores Ltda. & GTC Consultora Ltda.

• Software Architect

  • Jan 2008 - Dec 2008

  Chile ● Development of a System for the Institute of Agricultural Development (INDAP). ● Allow with this System that Small and Medium Enterprises in Chile can Rely on a Technological Tool for their Decision Making in the Agricultural Sector. ● Develop Skills and Knowledge in: - Software Architecture. - Requirements. - Programming Languages C Sharp and ASP.NET. - Design and SQL Queries. - Data Modeling. - Database design. - SQL Server Database Administration.



Universidad Mayor

• Chile
• Higher Education
• 700 & Above Employee

• Professor

  • Jan 2008 - Jul 2008

  Chile



NSC Retail

• Technological Advisor

  • Jan 2008 - Feb 2008

  Chile



Universidad de Tarapacá

• Chile
• Education Administration Programs
• 400 - 500 Employee

• Professor

  • Jul 2007 - Dec 2007

  Chile



Autónomo

• Student of Civil Engineering

  • Jan 2001 - Dec 2006

  Chile ● TIC Consultant. ● Private Teacher.



Star Trek Chile

• Chile
• Philanthropic Fundraising Services

• Producer and Director

  • Jan 1997 - Dec 2000

  Chile