Machine Learning Engineer and Researcher
2017 - PRESENTSelf-employed- Contributed to an open-source event-based Python algorithmic trading library. The goal of the library is to provide easy way of testing financial ML algorithms.
- Built a real-time and historical bar and tick data from IQFeed.
- Integrated an API with Quandl and INTRINIO.
- Developed storage and retrieval of historical data and other datasets with PostgreSQL and InfluxDB.
- Back-tested historical data using different datasets.
- Implemented order placement via the Interactive Brokers Python API.
Technologies: InfluxDB, TensorFlow, PostgreSQL, Pandas, PythonAuthor
2018 - 2019Packt Publishing- Wrote the thoroughly revised second edition of the book "Python Deep Learning."
- Wrote the book "Advanced Deep Learning with Python."
Technologies: TensorFlow, Keras, PyTorch, Python, Deep LearningMachine Learning Engineer and Researcher
2014 - 2016ExB Group- Participated in and won several machine learning competitions.
Technologies: OpenCL, Java, TensorFlow, Keras, Caffe, PythonMachine Learning Engineer
2013 - 2014Self-employed- Authored the first open-source Java deep learning library with GPU support as a way to introduce myself to deep learning and produce something meaningful at the same time. The library has limitations (it's very slow), but it has been a great learning tool. It is implemented with Java 8.
Technologies: OpenCL, JavaMobile/Web Developer
2013 - 2013Fanattac (via Toptal)- Developed a mobile version of the site using Ember.js, PHP, and REST.
- Worked on a redesign of the desktop version of the site using Backbone.js, PHP, MySQL, and REST.
Technologies: MySQL, Backbone.js, Ember.js, JavaScript, PHPFounder
2010 - 2013IGI Soft, Ltd.- Developed an advanced SaaS web platform for trading automotive parts online, located at http://www.zakolite.bg/. The platform allows companies to create their own webshops and participate in a common marketplace.
- Integrated the system with the most widely adopted and comprehensive auto parts database, as well as some of the leading CRM software providers in Bulgaria.
- Led the design, development, deployment. and support of the platform.
- Marketed the product and worked with customers on collecting feedback and improving the site.
Technologies: Jetty, Apache Tomcat, CSS, HTML, Dojo Toolkit, jQuery, Maven, MySQL, Hibernate, Apache Wicket, JavaSoftware Developer
2010 - 2012Bulgarian Academy of Sciences- Contributed to a semantic web scientific project as part of my master's thesis: Semantic Technologies for Web Services and Technology Enhanced Learning, or SINUS, located at http://sinus.iinf.bas.bg/index.php.
- Developed a SPARQL graphical designer and semantic annotator for the project.
Technologies: Jetty, Apache Tomcat, CSS, HTML, Dojo Toolkit, Apache Wicket, OWL API, Java, OWL, RDFs, RDF, SPARQLSoftware Engineer
2007 - 2011Micro Focus PLC- Developed and maintained a service-based solution with a service and service-consuming Visual Studio extension.
- Developed an online survey platform.
- Developed and maintained the application portfolio management enterprise view. This includes development in C++ as well as legacy code maintenance of web application.
Technologies: Windows Communication Framework (WCF), Windows Presentation Foundation (WPF), Visual Studio, C#, Maven, Apache Struts, Google Web Toolkit, JavaJunior Developer
2006 - 2007IGE + XAO Balkan, Ltd.- Developed an electrical module for the PLM product CATIA V5 using C++ and CATIA (computer-aided three dimensional interactive application).
Technologies: CATIA, C++Junior Developer
2004 - 2005Tara Soft, Ltd.- Developed websites using the LAMP (Linux, Apache, PHP, MySQL) architecture.
- Converted a static HTML design (from a designer) into a dynamic site using PHP and MySQL, all while considering the client’s requirements.
Technologies: CSS, HTML, JavaScript, MySQL, PHP
Ivan is now available for hire
Portfolio
- Self-employedInfluxDB, TensorFlow, PostgreSQL, Pandas, Python
- Packt PublishingTensorFlow, Keras, PyTorch, Python, Deep Learning
- ExB GroupOpenCL, Java, TensorFlow, Keras, Caffe, Python
Experience
- Java 5 years
- Deep Learning 5 years
- Machine Learning 5 years
- CSS3 4 years
- Python 3 years
- RDF 1 year
- PHP 1 year
- SPARQL 1 year
Availability
Part-time
Preferred Environment
Git, Eclipse, PyCharm, Windows, Linux
The most amazing...
...software I've created was one of the first deep learning libraries, written in Java, and with GPU support.
Employment
Experience
- Advanced Deep Learning with Pythonhttps://www.packtpub.com/data/advanced-deep-learning-with-python
I wrote the book "Advanced Deep Learning with Python" published by Packt.
- Python Deep Learning – Second Editionhttps://www.packtpub.com/big-data-and-business-intelligence/python-deep-learning-second-edition
I wrote the thoroughly revised second edition of the book "Python Deep Learning," published by Packt.
- Python Algorithmic Tradinghttps://github.com/ivan-vasilev/atpy
I'm the author of an event-based Python algorithmic trading library with a focus on machine learning. Some of the features are:
• Real-time and historical bar and tick data from IQFeed.
• API integration with Quandl and INTRINIO.
• Storing and retrieving historical data and other datasets with PostgreSQL and InfluxDB.
• Backtesting historical data using different datasets.
• Placing orders via the Interactive Brokers Python API. - First Place at Skin Lesion Analysis towards Melanoma Detection Challenge at ISBI 2016https://biomedicalimaging.org/2016/?page_id=422
While working at ExB, my team and I participated in and won a medical image segmentation contest "Skin Lesion Analysis towards Melanoma Detection challenge" at ISBI 2016.
- Second Place at Gland Segmentation Challenge Contest at MICCAI 2015https://warwick.ac.uk/fac/sci/dcs/research/tia/glascontest/
While working at ExB, my team and I participated and won 2nd place at a medical image segmentation contest "Gland Segmentation Challenge Contest" at MICCAI 2015.
- Deep Neural Networkshttps://github.com/ivan-vasilev/neuralnetworks
Deep neural networks with GPU support.
- ZaKolite.bg
SaaS platform that allows automotive parts companies to create their own web shops and participate in a common marketplace, located at zakolite.bg. The system is integrated with the most widely adopted and comprehensive auto parts database.
- Semantic Technologies for Web Services and Technology Enhanced Learning
Interdisciplinary research project (Bulgarian Academy of Sciences) aimed at advancing two of the fastest evolving information technologies—service-oriented computing and technology enhanced learning by applying the semantic web service methodology.
- A Deep Learning Tutorial: From Perceptrons to Deep Networks (Publication)The recent resurgence in Artificial Intelligence has been powered in no small part by a new trend in machine learning, known as "Deep Learning". In this article, I'll introduce you to the key concepts and algorithms behind Deep Learning, beginning with the simplest building block.
Skills
Languages
Python, SQL, Java, HTML5, JavaScript, CSS3, C#, HTML, CSS, PHP, RDF, C++, SPARQL, OWLFrameworks
Caffe, Apache Wicket, Ember.js, Hibernate, Apache Struts, Windows Presentation Foundation (WPF), Windows Communication Framework (WCF), OpenCL, Google Web ToolkitLibraries/APIs
Keras, Aparapi, TensorFlow, Pandas, jQuery, Songkick API, RequireJS, Rdio API, OWL API, SoundCloud API, Backbone.js, PyTorch, Facebook API, Dojo ToolkitTools
Maven, Subversion (SVN), Git, Apache Tomcat, Jetty, Visual Studio, CATIA, PyCharm, GradleParadigms
Object-oriented Programming (OOP), Agile Software Development, GPGPU, Event-driven ProgrammingStorage
PostgreSQL, MySQL, InfluxDBOther
Artificial Intelligence (AI), Deep Learning, Machine Learning, Neural Networks, Deep Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, Full-stack, RDFs, Algorithmic TradingPlatforms
Eclipse, Linux, Windows
Education
- Master's Degree in Artificial Intelligence2009 - 2012Sofia University St. Kl. Ohridski - Sofia, Bulgaria
- Bachelor's Degree in Computer Systems and Technologies2005 - 2009Technical University of Sofia - Sofia, Bulgaria
