Tuan Ta personal email
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GeeK and ambitious, contact me for detailed information once you got interesting things!
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Head Of Big Data ScienceDeep Signals May 2016 - PresentHong KongBuild one of sexiest Fintech applications in the world. We explore insight connected information and predict up coming anomaly / hidden events in large-scale datasets. I am responsible for:1. Be a part of board members, defining the concept of products and business model.2. Determining solutions and designing infrastructure for the whole system, which is:- Applied many novelty techniques related to different domains, including Machine learning, Deep learning, Graph analytics and Big data.- Based on hot technologies on the trend for PoC and production, e.g.: Reactive streaming, Spark, GraphX, Akka toolkit, Hadoop ecosystems, Elasticsearch, Tensorflow, Neo4J and many others... -
Lead Data ScientistSentifi Nov 2014 - May 2016Vietnam & SwitzerlandLead a team more than 10 Data scientists / engineers and coordinate tasks with other departments to build core engines for all Sentifi businesses. Solving problems in 4 different areas:1. Content problems- Build Semantic engine based on contextual meaning of financial terms to extract events, topics and impacts inside financial relevance messages.- Apply and improve distributed Topic modelling methods take into account automatically defining rules, extracting new events and named / lexicon entities.- Detect anomaly topics in different time spans.- Build a system which able to automatically optimize forecasting models in real-time to predict hot trending of events in topics.2. Publisher problems- Build classifiers to extract named entities, roles, occupations, and tags of user profiles in different social networks.- Build a model to extract and/or predicting location information of a profile candidate.- Build a ranking system, scoring millions qualified profiles in different views.- Build a model to detect whether a profile is a bot or human.- Clustering profiles and mapping profiles via crossing social networks.3. NER related problems- Extract named entities related to financial worlds via internal data and knowledge bases from communities (i.e. feeds, Freebase, ...)- Build a classifier to detect whether a message is relevant to finance.- Build huge number of classifiers for tagging incoming messages to relevant topics.4. InfrastructureDesign and build Distributed system based on Akka, Play framework, Spark, Elasticsearch and Reactive streaming on top of Hadoop ecosystems. The system is flexible to scale and easy to integrate with multi-tenancy environment. The design follows Service-oriented architecture and Reactive micro-service architecture.
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Lead Data ScientistNec Jul 2014 - Jan 2015Vietnam & Japan1. Responsible for leading Big data team (10 to 15 people) in Vietnam, and participating with Data mining team (NEC US Lab) to implement top confidential research projects, which:- Developed new analysis techniques, focusing on Mixture model and Deep learning to extract heterogeneous patterns. We achieved fast and high-precision analysis of super-large-scale data.- Implemented number of feature transformation & description methods, applying in Feature selection and Feature combination processes. - Implemented number of prediction and forecasting methods from among a large volume of candidate factors.2. In other to improve techniques in agriculture, we developed methods combining predicting and real-time tracking of fishes (includes living environment and growth process) on Android mobile devices.3. Developed a back-end service which synchronizes large number of photos automatically between servers and camera devices. -
Big Data ArchitectMobivi 2013 - Jul 2014Vietnam1. Reformed legacy system of organization by Distributed system which optimizes data collection activities, concurrent computing and storing for Mobivi backend system.2. Handled integration processes with Mobivi's partners for e-cormerce activities, applying asynchronous I/O frameworks to build web-based applications/services (SOAP & REST). -
ResearcherJohn Von Neumann Institute - Vietnam National University Hcm Dec 2010 - Jul 2013Hcmc, Vietnam1. Proposed an innovative contextual advertising system driven by image resource on web page, which automatically associates relevant ads with an image rather than the entire text in a web page and seamlessly inserts the ads in the nonintrusive areas within each image. The proposed system represents the attempt towards contextual advertising. The relevant ads are selected based on both textual content and visual content. Our system is able to achieve effective advertising which is a powerful complement to conventional contextual advertising.2. Developed detect insertion point methods for embedding ad on image for resource-based adaptive advertising. The project funded by VNU-HCMC (code: CS2011-42-02) -
Research InternNational Institute Of Informatics Jul 2012 - Jan 2013Tokyo, JapanHandled a project which was given by National Institute of Informatics (NII) and National Institute of Genetics (NIG) in order to understand the behavior of zebrafishes by studying their neural activities. I completed 2 phases of the project, which:- Tracks and extracts spontaneous neuron's activities on biological images (completed in other research by NIG experts), and make analysis on neuronal signals.- Implements time-series mining techniques searching the relations between neurons and detect correlations between them (based on actions performed by observed zebrafish). -
Android DeveloperAnttek Feb 2011 - Jul 2011 -
Research AssistantUniversity Of Information Technology, Vietnam National University - Ho Chi Minh City Aug 2008 - Sep 2010Vietnam1. Participated with InfoVis research group at Universität Rostock (Germany), completed a number of GeoVis-related projects. These projects focus on implementing general design strategies for visualizing spatially and temporally referenced tags similar to tag clouds on arbitrary-shaped geographical regions. The researches also concentrate on interactive visualization prototypes for the exploration of both spatial and temporal references of Flickr tags.2. Study, implement and develop a module for the description of image objects concerning image visual features. This project funded by VNU-HCMC (code: B2008-82-05).
Tuan Ta Skills
Tuan Ta Education Details
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University Of Science, Vietnam National University - Ho Chi Minh CityInformation And Communications Technology -
University Of Information Technology, Vietnam National University - Ho Chi Minh CityHonor
Frequently Asked Questions about Tuan Ta
What company does Tuan Ta work for?
Tuan Ta works for Deep Signals
What is Tuan Ta's role at the current company?
Tuan Ta's current role is Data Scientist & Principal Engineer.
What is Tuan Ta's email address?
Tuan Ta's email address is ta****@****ail.com
What schools did Tuan Ta attend?
Tuan Ta attended University Of Science, Vietnam National University - Ho Chi Minh City, University Of Information Technology, Vietnam National University - Ho Chi Minh City.
What are some of Tuan Ta's interests?
Tuan Ta has interest in Poverty Alleviation.
What skills is Tuan Ta known for?
Tuan Ta has skills like Information Visualization, Machine Learning, Computer Vision, Big Data, Java, .net, C++, Python, Matlab, Latex, Distributed Computing, Topic Modeling.
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