My specialty is information retrieval and ranking from big semi-structured data using machine learning techniques. I have been mastering computer programming, data extraction, loading, transformation, statistics, machine learning, and web development for many years. I noticed that talking to people is as important as getting the data, processing and delivering. You have to dig deep to understand how to convert what humans do easily into a computer software. The data to support is usually not great so and open communication channel with domain experts helps to bridge the gap. Once the gap is understood then I build tools, devices, and automation to create machine learning solutions even faster.