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  • Arctic Code Vault Contributor
svpino/README.md

Hey! 👋

My name is Santiago, and I'm a Computer Scientist focusing on applied Machine Learning. I have more than two decades of experience building software to solve exciting and —sometimes— hard problems.

I care deeply about unlocking the power of technology for individuals and businesses, so they can use computers in a way that was previously unrealistic for them. I find joy in ambiguity and feel more engaged when working on problems that can't be solved by merely searching the web or reading a book. Bonus points if I can collaborate with a team of like-minded engineers!

This is where I've worked during the last 10 years

DIRECTOR OF COMPUTER VISION SOLUTIONS

Levatas. Oct 2018 - Present

I lead a small team of software developers and machine learning engineers in the development of Levatas' flagship product, a platform to augment the productization of machine learning models with human reviews, where I'm the main contributor to the core Python engine. Other than that, the majority of my work centers around building solutions to help operationalize machine learning models running on AWS.

DIRECTOR OF ENGINEERING | ENGINEER MANAGER | SENIOR SOFTWARE ENGINEER

Levatas. Oct 2010 – Oct 2018.

I joined Levatas in 2010 as a Senior Software Engineer, moved to Engineer Manager three years later, before becoming the director of the department in May 2016. During this time, I had the opportunity to help deliver software solutions for companies like IBM, Dell, and HSBC. I moved through the entire development stack and touched projects every step of the way, from ideation to final delivery.

My education

MASTER OF SCIENCE (M.Sc.), COMPUTER SCIENCE

Machine Learning Specialization. Georgia Institute of Technology, 2019. 4.0 GPA

I was a Teaching Assistant of Graduate Algorithms during two semesters. Coursework: Software Architecture and Design, Software Development Process, Algorithms, Software Testing, Machine Learning, Reinforcement Learning, Database Systems, Computer Vision, Human-Computer Interaction.

BACHELOR OF SCIENCE (B.S.), INFORMATION TECHNOLOGY

University of Camaguey, Cuba. 2004. 3.84 GPA

Coursework: Software Engineering, Data Structures and Algorithms, Database Design, File Structures, Artificial Intelligence, Information Technology.

OTHER CERTIFICATIONS

I've also accumulated other certifications from 2001 to 2015 covering OO Concepts, Java, C, JavaScript, and C# development.

My most relevant technical skills

These are the highlights of the skills I consider to be the keystone of my abilities:

  • I have a lot of experience designing and architecting systems of different sizes and complexity.
  • I've become an excellent Python 🐍 developer. And this happened after years dedicated to Java.
  • I have a lot of experience with Machine Learning using TensorFlow.
  • I have been focusing mainly on AWS. It's the place where most of my work goes to serve its purpose.
  • I have substantial experience dealing with relational databases (mainly MySQL), and non-relational ones (Amazon's DynamoDB, Google's Firestore, and MongoDB.)
  • I've done a lot of front-end development, and at some point, I was pretty good using Angular.

Some of the things I've built

It's hard to decide what things should make it into this list, so I'm opting for a combination of private and public projects where I've participated over the last ten years.

  • A Python library that orchestrates a workflow of images between different services deployed in AWS.
  • An application that connects to Spot's cameras, and makes the robot react to visual clues.
  • A process using OpenCV and TensorFlow to analyze a video feed and flag break-ins into an amusement park.
  • A library to generate RSS 2.0 feeds in Python.
  • A project to run TensorFlow Object Detection models on SageMaker.
  • A very simple and fully responsive file system-based blog engine.
  • Some really cool and interesting projects during my Masters that have become popular solutions to their respective problems.
  • A full Android application to follow stock tickers from different markets worldwide.

Other accomplishments

  • I love to write. I contribute articles about Python to the Real Python website.
  • I won a bunch of medals competing nationally on Computer Science. Since that time I've loved algorithms and data structures
  • I have a beautiful family. For sure my best accomplishment by far.

📫 You can find me on Twitter or LinkedIn.

Pinned

  1. TensorFlow Docker Image to run Object Detection in SageMaker

    Python 4 4

  2. Confusion Matrix in Object Detection with TensorFlow

    Python 41 25

  3. Extensible RSS 2.0 Feed Generator written in Python

    Python 110 30

  4. OpenAI Gym's LunarLander-v2 Implementation

    Python 11 3

  5. Forked from aws-samples/amazon-sagemaker-notebook-instance-lifecycle-config-samples

    A collection of sample scripts to customize Amazon SageMaker Notebook Instances using Lifecycle Configurations

    Shell

548 contributions in the last year

Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Mon Wed Fri

Contribution activity

November 2020

29 contributions in private repositories Nov 3 – Nov 30

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