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Cristian Garcia

Cristian Garcia

Medellín - Antioquia, Colombia
Member since March 14, 2017
Cristian is a Data Scientist and Developer with a background in math and physics. His two passions are programming and deep learning. As a strong programmer/developer, Cristian’s passion and specialties include creating real world applications and programming deep neural networks in TensorFlow.
Cristian is now available for hire
Portfolio
  • Kiwi Campus
    Python, TensorFlow, MongoDB, AWS
  • BD Guidance
    Python, TensorFlow, Jupyter, Rasberry Pi, OpenCV, AWS
  • Senseta
    Python, Docker, Spark, Flask, Pandas
Experience
  • Python, 6 years
  • NumPy, 5 years
  • Machine Learning, 3 years
  • Pandas, 3 years
  • TensorFlow, 3 years
  • Deep Learning, 3 years
  • Docker Compose, 2 years
  • Scikit-learn, 2 years
Medellín - Antioquia, Colombia
Availability
Part-time
Preferred Environment
Ubuntu, Git, Atom, Docker
The most amazing...
...project I’ve developed used a Deep Convolutional Neural Network to drive an autonomous delivery robot on sidewalks.
Employment
  • Lead Data Scientist
    2017 - PRESENT
    Kiwi Campus
    • Designed a data collection pipeline from real and simulated autonomous delivery drone.
    • Created a control API for real and simulated autonomous delivery drone controlled.
    Technologies: Python, TensorFlow, MongoDB, AWS
  • Data Scientist
    2016 - 2017
    BD Guidance
    • Designed the curriculum of various Data Science/ML courses.
    • Evaluated various IoT platforms.
    • Investigated technologies such a TensorFlow and OpenCV to run ML algorithms in IoT devices.
    Technologies: Python, TensorFlow, Jupyter, Rasberry Pi, OpenCV, AWS
  • Data Scientist
    2016 - 2016
    Senseta
    • Developed a Linux and Windows Python application for HR software to measure employee productivity.
    • Cleaned and analyzed large datasets using Spark and Zeppelin.
    • Created a service in Python for Entity extracting using NLTK.
    • Created a generic ML prediction service using Scikit Learning and Flask.
    Technologies: Python, Docker, Spark, Flask, Pandas
  • Mathematical Developer
    2015 - 2016
    PTK
    • Researched strategies to optimize pickup planning in warehouses, and technologies to create scalable multi-tenant software.
    Technologies: C#, Elixir, PostgreSQL
  • CTO
    2013 - 2016
    AristaDev
    • Cofounder/Developer: Cofounder and main developer on an Augmented Reality platform. I developed the mobile client and backend of Arista using tecnologies such as Unity3D, C#, Elixir, Docker, Nginx, and PostgreSQL.
    Technologies: Unity3D, Elixir, Docker, Nginx, PostgreSQL
Experience
Skills
  • Languages
    Python, C#, Wolfram, C++, SQL, GraphQL, Bash, Elm, Haskell, JavaScript, Elixir, Java, Markdown
  • Frameworks
    Machine Learning, Flask, Apache Spark, Phoenix
  • Libraries/APIs
    TensorFlow, NumPy, Scikit-learn, Pandas, Spark ML, NetworkX
  • Other
    Deep Learning, Deep Reinforcement Learning, Artificial Intelligence (AI), Heuristics, Genetic algorithms, Data Visualization, Computer Vision, Dash Cryptocurrency, Agile Data Science, GitFlow, Graph theory, Simulations, Mathematical Modeling, Optimization, Natural Language Processing (NLP), Internet of Things (IoT), Cython
  • Tools
    Git, Jupyter, Plotly, Atom, Docker Compose, MATLAB, MATLAB Statistics & Machine Learning Toolbox, TensorBoard, Nginx, MQTT, Spark SQL
  • Paradigms
    Functional Programming, Object-oriented Programming (OOP), Data Science, Agile, Concurrent Programming
  • Platforms
    Amazon Web Services (AWS), Ubuntu, Docker
  • Storage
    MongoDB, PostgreSQL, RethinkDB
Education
  • Progress towards a degree in Mathematical Engineering
    2009 - 2012
    EAFIT University - Colombia
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