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IVONNE ROCIO HEREDIA LEON

@ivonnerocioherediale

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Industrial Engineer specializing in machine learning and process automation.

Peru

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What I'm looking for

I am looking for a role that fosters innovation, teamwork, and continuous learning.

I am an Industrial Engineer with four years of experience in automating processes and deploying machine learning models across various sectors, including telecommunications, manufacturing, and education. My journey has been driven by a passion for leveraging data to solve complex problems and improve operational efficiency. Currently, I am seeking a Data role where I can apply my expertise in MLOps, predictive modeling, and statistical analysis, skills honed through my MIT Micromaster.

At ENTEL PERÚ S.A., I executed machine learning models and automated processes that significantly reduced execution times and improved data handling. My contributions led to a remarkable 50% savings in cloud budget during our migration from AWS to OCI. I pride myself on my ability to work collaboratively in teams, ensuring that our analytical models are not only effective but also adhere to best practices in programming and deployment.

My previous experiences, including an internship at ERICSSON S.A., have equipped me with a strong foundation in data analysis and automation. I have successfully reduced the time required for various processes through automation and machine learning techniques. I am committed to continuous learning and thrive in environments that challenge me to grow and innovate.

Experience

Work history, roles, and key accomplishments

Machine Learning Engineer

Entel Perú S.A.

Jan 2023 - Present (2 years 6 months)

Improved execution of analytical models for segmentation, lead pre-screening, and customer retention by automating executions and ingesting input data using Python, SQL, and Airflow on AWS. Supported cloud migration from AWS to OCI, achieving 50% cloud budget savings and successfully migrating over 70 tables.

Python SQL Airflow AWS Git Bitbucket MLOps Data Migration Analytics Modeling

Data Analyst

Ericsson S.A.

Jan 2022 - Present (3 years 6 months)

Reduced script generation time for integration from 1 hour to 10 minutes by automating templates for coverage tests and configuring basebands using Python. Documented the administrative process for integrating equipment into base stations.

Python 3G 4G Technologies Scripting Automation Customer Support Data Analysis Technical Documentation

Practicante de MBA y MADEN

Centrum PUCP

Jan 2021 - Present (4 years 6 months)

Reduced student survey analysis time from 3 hours to 1 minute using machine learning (text summarization) in Python. Automated reports on NPS and other indicators for certifications, and streamlined the issuance of letters and certificates using Google Drive tools.

Python Machine Learning Summarization Data Automation Google Drive Data Analysis

Education

Degrees, certifications, and relevant coursework

Massachusetts Institute of Technology

Micromaster, Statistics and Data Science

Pursued a Micromaster in Statistics and Data Science, gaining advanced knowledge in statistical analysis and data science methodologies. Developed skills in predictive modeling, statistical analysis, and deep learning.

Datacamp

Track, Machine Learning Engineering

Completed the Machine Learning Engineer Track, enhancing skills in machine learning engineering. Focused on practical applications and deployment of machine learning models.

Pontifical Catholic University of Peru

Industrial Engineer, Industrial Engineering

Completed a comprehensive program in Industrial Engineering, focusing on various aspects of industrial processes and systems. Gained expertise in optimizing operations and improving efficiency within organizations.

Stanford University and Coursera

Course, Machine Learning

Completed a course in Machine Learning, covering fundamental concepts and algorithms. Gained an understanding of various machine learning techniques.

National Autonomous University of Mexico and Coursera

Course, Relational Database Systems

Studied Relational Database Systems, focusing on database design, management, and querying. Developed skills in working with relational databases.

University of Colorado System and Coursera

Course, Network Communication

Completed a course on Fundamentals of Network Communication, learning about network protocols and architectures. Gained foundational knowledge in computer networking.

University of San Diego, HSE and Coursera

Course, Algorithmic Toolbox

Studied Algorithmic Toolbox, focusing on algorithmic design and problem-solving techniques. Developed skills in efficient algorithm implementation.

Datacamp

Track, Data Science

Completed the Data Scientist with Python Track, gaining proficiency in data science using Python. Focused on data manipulation, analysis, and visualization.