ויקטור גנין

תל אביב י��ו, ישראל

פרילנסר

צור קשר

אודותינו

Projects I've worked on:
Natural Language Processing (NLP):
1. Text analysis bots, able to answer questions with information stored in system.
2. Summarization of news articles and classification of ad to be displayed.
3. Analysis of finance articles using CRF-NER to predict the sentiment of stocks using MPQA sentiment lexicon.
4. Parsing of job application CVs and predicting their fitness to a specific position.

Image Processing (Computer Vision):
1. Conversion of scanned accounting documents in to text and further data extraction

Signal Processing:
1. Analysis of BLE sensor (iBeacon) proximity data to analyze customer in-store behavior.

Stream Processing:
1. Analysis of gambling bets stream for bonus distribution system.

Anomaly detection:
1. Analysis of unusual gambling activities to detect fraud intention.

Recommendation System:
1. Recommendation of products based on resemblance of user profile to purchasing users.

Clustering and Segmentation:
1. Clinical patients CRM analysis and clustering into different profile groups.

Visualization:
1. Implementing visualization module rendering plots of the following types: bars (horizontal/vertical/stacked), lines, pie, scatter, spark and tornado charts.
2. Implementing visualization module rendering CRESTA data over geographical area.

Being a professional in my field, I'm solely interested in projects in machine learning sphere, preferably long term as any solid analysis requires time.

>CONTACT ME<

LinkedIn: https://www.linkedin.com/in/victorgenindatascientist
✉ victor.genin@live.com
OR just write a message in xplace

שפות

אנגלית

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תחומי התמחות

בכירים

סמנכ"ל טכנולוגיות - CTO

Co-Founder of PAAS startup providing a solution for monetizing browser extensions through advertisement.
Designing and implementing the architecture of the entire solution in all it's aspects using Big Data and Machine Learning technologies.

טכנולוגיה

Amazon EC2 - Elastic Compute Cloud

Deployment and maintenance of up to 15 EC2 nodes using Node.js, Python Tornado, Spark, Kafka, Flume, Hive, Pig technologies.

MATLAB

Develop and tests algorithms, prototypes and technical specifications for new and existing products using Octave - the open source version of MATLAB

תכנות ופיתוח תוכנה

BI, Data Science, Big Data

Designing and implementing the architecture of the entire solution in all it's aspects using Big
Data and Machine Learning technologies Redis, Kafka, MongoDB, Hadoop, Ambari, Hive, Pig, Sqoop, Flume, Oozie, Spark, Solr.

Python

NumPy, SciPy, Scikit-learn, Pandas, Matplotlib, PyMC, NLTK

DB - HBase, Hadoop

DB - MongoDB

Redis, Kafka, MongoDB, Hadoop, Ambari, Hive, Pig, Sqoop, Flume, Oozie, Spark, Solr.

פיתוח אלגוריתמים

Anomaly detection, Signal/Stream Processing and Natural Language Processing, Visualization, Recommendation System.

Scala

MLlib, GraphX

DB - NoSQL

Redis, Kafka, MongoDB, Hadoop, Ambari, Hive, Pig, Sqoop, Flume, Oozie, Spark, Solr.

מפתחי Back-end

נסיון תעסוקתי

אוגוסט 2014 - היום

Freelance Data Scientist | Machine Learning Engineer | Data Analyst | Artificial Intelligence

Self-employed

• Designing data analysis and visualization pipeline in insurance, accounting, investment, project management, human resources, retail and other domains.
• Developing and evaluating data models for new and existing products.
• Text Processing: chat-bots, sentiment analysis and text summarization
• Image Processing: object identification, image to text transformation
• Machine Learning: deep learning and artificial intelligence
• Full stack Data Analysis: data strategy, data modelling, data mining, anomaly detection, segmentation, classification and prediction.

ינואר 2013 - אוגוסט 2014

Team Lead - User Behaviour Analytics

PLAYWISE

• Management the development of data analysis projects in gambling domain.
• Offshore and in-house matrix management according to Agile Scrum methodology.
• Players gambling habits data analytics using Machine Learning and Big Data technologies.
• Building bonus distribution engine based on users' real time activity events.

ינואר 2012 - ינואר 2013

Co-Founder and CTO - System Architect and Product Manager

BumbleAd

• Co-Founder of PAAS start-up providing a solution for monetizing browser extensions through advertisement.
• Designing and implementing the architecture of the entire solution in all its aspects using Big Data, NLP (Natural Language Processing) and Machine Learning technologies.
• Text analysis, recommendation engines, users' segmentation and ROI (return on investment) optimization algorithms.

אוקטובר 2010 - ינואר 2012

Senior Web Team Lead - Project and Matrix Management

NGSoft

• Offshore and outsource matrix management of concurrent projects in different life cycle stages.
• Designing the architecture of solutions and integration between different parties.
• Working according to Agile methodologies (Scrum and Kanban).
• Data mining from different sources including data modelling and planning data strategy.

אוקטובר 2009 - אוקטובר 2010

System Analyst - Business Requirements

USAGC

• Analysis of CRM (customer relationship management) system for the in-house call centre.
• Gathering requirements from various departments in the organization and prioritizing key features.
• Quantifying future system's user-value taking into account time to market constraints.
• Identifying sources of data including data modelling and data strategy.

ינואר 2007 - אוקטובר 2009

Web Team Lead - Data Analysis and Integration

Globos Net communication

• Designing of the future system architecture and new data analysis features such as clustering and prediction.
• Data integration with different mobile carriers around the globe.

אפריל 2005 - ינואר 2007

Web Developer - Billing and Statistics

Globos Net communication

• Development of billing system for affiliates including various commission models (CPA, CPL), statistics and reporting using .Net and Java technologies