• Hi!
    I'm Amanda

  • I am a
    Computer Engineer

    Passionate about information technology and Big Data

Experience

work experience

Senior Data Scientist April 2021 - At present

Company: WIZINK BANK

Functions in the Data team:
  • Creation and calibration of machine learning models (regressions, decision trees, k-means...) for credit and market risk analysis.
  • Creation, representation and analysis of new variables around data modeling in both R and Python.
  • Use of R libraries for the interpretation and visualization of data, such as ggplot, plotly, highcharter, shiny etc. Data analysis to discover patterns or significant differences in populations.
  • Extraction of data with queries from databases, both relations and non-relationships (MySQL, SQLServer and MongoDB).
  • Software development to serve management systems, such as ETLs, API calls, Scripting, etc.
About my Data Scientist experience stand out:
  • I do a full use of Python libraries and their ecosystem (Jupyter, NumPy, Pandas, Scikit-learn, SpaCy, etc ..).
  • I apply Deep learning algorithms such as NLP algorithms and neural networks (e.g., CNN, RNN, LSTM, etc.) for the creation of different models.
  • In some projects I am faced with the treatment of large data sets in Big Data environments: PySpark and Hadoop.
  • All projects go through a process of cleaning, transforming, modifying and treating the data in the necessary way to adapt it to the analytical approach that is proposed in the use case.
  • I implement a data parallelization through Python to solve optimization problems if necessary.
  • We develop implementations of Machine Learning algorithms (xgboost, Random Forest, Ranger, etc ..), and variable and time series analysis in the R programming language.
  • I have a strong experience in Docker architectures and version control with Git.

Senior Data Scientist and Project Manager Oct 2019 - April 2021

Company: SANTANDER BANK

In this company I work in the R&D team. I have many functions, some of them are about the management of projects and other are about the implementation of these projects. About my project manager functions stand out:
  • I'm the mentor and I coordinate and train junior developers and modelers.
  • I handle the management of projects monitoring and control until their transition to production.
  • Resolution of unforeseen problems that may arise during product development.
  • I do the presentation of analytical solutions and KPI's through Excel, Power BI, PowerPoint, etc
  • We evaluate the technologies and carry out a continuous technological surveillance of your area, as well as updating your knowledge and guaranteeing the technical quality of your activity
  • Advanced use of data visualization with Power BI. Creation and development of filters and reporting panels. Creation of metrics with DAX.
  • Uploads and integration to the production environment of new developments and analytical models.
  • Iteration with business, capturing requirements and proposing solutions for the credit strategy.
  • Cooperation with other multifunctional teams promoting the implementation of the optimization scheme to achieve real improvement and growth of the business.
  • Access to servers and project deployments both in Production and QA.
  • Experience in architecture of Azure Cloud, AWS and version control with Git.

Data Developer Jul 2018 - Oct 2019

Company: TRAVENTIA

Among my functions were:
  • Data extraction, transformation and loading (ETL) from Data Lakes.
  • Creation of scripts for data processing and modeling using Python3 and NodeJS.
  • Use and development of NoSQL databases such as MongoDB, Redis and ElasticSearch. And also SQL databases like MySQL.
  • Development and implementation of Lambda functions and more services such as S3, EC2, Elasticsearch Service, and ElastiCache through Amazon Web Services (AWS).
  • Development of microservices and apis using Python 3 and NodeJS. Backend implementation system through Javascript for web integrations or other microservices.
  • Use of Kubernetes and creation of Dockers.
  • Extensive experience with Git version control.
  • Brief implementations of fronted with Angular 7 and React.

IoT Developer Oct 2017 - Jul 2018

Company: UST GLOBAL

In this company I was part of a IoT team. Our team called "Smart" and we take care of implementing innovative applications to facilitate internal management of other companies and even invent new assets to present to clients. My role was backend developer and my functions were:
  • Development of applications for different devices using Python, Java and Javascript.
  • Implementation of Lambda functions through AWS. Skills development for Alexa device.
  • Creation of applications and bots through Dialogflow, Google Cloud with Python.
  • Use of Docker and version control tools like Git.
  • Fronted developments and implementations for web services using Angular 2.

Web Developer Jan 2016 - Jul 2018

Company: Freelance

In my spare time I developed personal web pages while I finished my studies. The knowledge he used when developing the web has been:
  • MySQL.
  • Angular2, Angular 6.
  • Wordpress.
  • HTML.
  • CSS.
  • Boostrap
My speciality

Tools and Knowledge

Python

85%

R

75%

Machine Learning

80%

NLP (Natural Language Processing)

80%

Scala

70%

Neuronal Networks

70%

Pandas

85%

Hadoop

75%

PySpark

80%

Docker

80%

Amazon Web Services

80%

MongoDB

75%

Web development

85%

Git

90%

Node JS

80%

JavaScript

80%
Cups of coffee
Projects
Clients
Education

Education

Máster of Data Science at Alcalá University

2019 - 2020

My Master's thesis is a text classification application that works with an NLP algorithm. It is an application that focuses on the study and analysis of emails. This application will analyze the content of said emails and classify them by extracting the main topics covered in them and perform a sentiment analysis to the topics extracted to assess the positive or negative connotation of the language used in the emails.

This master focuses on professionals with a technical profile (ICT engineering), quantitative (math, statistics) or business (economy, business) who wish to face the challenge of Big Data as a competitive advantage, specializing in the analysis of data. The learning focuses on the following modules:
  • DATA-BASED BUSINESS AND MANAGEMENT
  • ANALYSIS TOOLS
  • ANALYSIS TECHNIQUES
  • ADVANCED ANALYSIS TECHNIQUES I
  • DATA PARALLELIZATION
  • DATA MANAGEMENT AND STORAGE
  • APPLIED ANALYTICS AND DATA PRESENTATION
  • ADVANCED ANALYSIS TECHNIQUE II
  • SCALABLE ANALYTICS

Degree in Informatics Engineering at Rey Juan Carlos University.

2013 - 2018

My final degree project was an Alexa skill. This application works in the Amazon Alexa voice device and is an educational training application helping teenagers and university students to solve academic doubts. The application can perform mathematical operations, analysis of morphological sentences, definition of historical and biological doubts and also performs multiple choice tests on the programming languages ​​of Python, Java and JavaScript.

Technological Bachilor at Instituto AngelYSern, Navalcarnero, Madrid.

2011 - 2013

What I do?

Additional Preparation

Machine Learning Course: Data Science in Python

Platform: Udemy - 2020

Duration: 48h

Natural Language Processing with NLTK

Platform: OpenWebinars - 2020

Duration: 2h

Apache Spark: Big Data processes with Spark

Platform: OpenWebinars - 2020

Duration: 10h

Programming in R: Data Visualization and Machine Learning

Platform: OpenWebinars - 2019

Duration: 10h

Python3 Master Course

Platform: Udemy - 2018

Duration: 21h

Angular Fundamentals

Plataforma: Pluralsight - 2018

Duration: 8h

Big Data Fundamentals: Smart city

Platform: Miriada X - 2017

Duration: 48h

Android programming

ACTIFORMACIÓN S.L - 2017

Duration: 60h

         
Get in Touch

Contact

Madrid, 28041

As I am a proactive person who likes to learn at all times, I do some projects on my own to learn the use of new algorithms. I attach my public accounts for anyone who wants to see my projects.