freiberufler Freelance Senior Data Scientist auf freelance.de

Freelance Senior Data Scientist

offline
  • auf Anfrage
  • 60313 Frankfurt am Main
  • Weltweit
  • en
  • 23.12.2021

Kurzvorstellung

I have over 12+ years of IT experience as a Data Scientist, Software Architect and a
Programmer. I currently working as a Chief Data Scientist for 6 clients in Medical, Defense
and Finance sectors.

Auszug Referenzen (1)

"A. has been my Lead Data science engineer and programmer"
Data Scientist, Software Architect, Programmer
Kundenname anonymisiert
Tätigkeitszeitraum

9/2005 – 3/2017

Tätigkeitsbeschreibung

Senior Data Scientist – Greytip HR Solutions Aug.2015 – Mar.2017

● Deployed dashboards with the metrics for monitoring attrition/account loss and economic health metrics (Monthly Recurring Revenue, Customer Lifetime Value, Customer Acquistion Cost etc..).
● Built and Demonstrated a couple of predictive models to predict upsells and account loss probability.
● Designed, guided and helped setup end-to-end data warehouse (from distributed data sources), data pipeline, data-sanity checks, data dashboards and data modeling notebooks.
● Built a randomforest model to predict customer attrition and reduced attrition rates, by designing pro-active customer engagement process.
● Demonstrated a couple of predictive models to predict upsells and account loss probability as POC.
● Implemented a Reservoir sampling mechanism (with SQL triggers & random) and a generic SQL generator for the same.

Software Architect – Tagos Design Innovations Feb.2015 to Aug.2015

● Reduced annotation time by half, by automating parts of the video annotation task
● Reduced video segment loading time by the annotation tool, by replacing the
technology used.
● Created a web based tool to trim black bars(cinemascope) from images, using
imagemagick and tornado
● Built a QA tool for easier visualization and cross-checking (statistics of annotated(multi-dimensional) data, preview of touchable objects etc..)
● Use scrapy tool, to periodically scrape a page and automate extraction of new video as it arrives.

Senior Software Engineer – Chatimity Software Dec. 2013 – Oct.2014
● Scaled(from 1 to 2 Mn users) the backend to handle responsiveness demands
● Built a Retention analysis tool for checking and verifying weekly retention rates and helped decide features to build based on that
● Improved the product(chat-app) quality(latency and content quality) by improving backend services, analytic tools, and some probabilistic algorithms for auto-moderation of images based on user flags.
● Built a (tf-idf based for relevancy) ranking system for posts, based on recency, rarity and length(of text) in the post.
● Increased User engagement, by building a chat-bot to play word-games.
● Reduced new devbox setup time from a day to 1-2 hrs by automating setup and
dependency installation of a new system.
● Helped Devops monitoring by writing a parser for pushing sar command output into a graphite system.

Product Engineer – Commonfloor Techonologies Jul. 2013 – Sep.2013
● Ideated, designed and built a graph-based search engine for properties as POC.
● Flask based UI for downloading a image from a url, rotating it and uploading to S3 bucket.

Technology Lead – CSSCORP Technology Oct . 2011 – May.2013

● Reduced the time taken to switch router configs to one-tenth. Automated routing configuration changes in the network setup to load-balance(and re-route) during DDOS attacks or heavy loads for some specific domains,using a combination of django + fabric + triggers mechanism to issue the ssh commands.
● Eliminated manual effort for cleaning up log files, by providing a configurable tool to do the same.

R&D Engineer – Webnotes Technologies Aug . 2010 – May.2011

● Reduced down-time in case of a server problems by setting up the database with replication for robustness,
● Improved response time and reduced number of server-down incidents (even during peakload hours) by tuning mysql.
● Improved response latency with a module manager for importing and executing python modules from the filesystem, querying db for pyc(python bytecode) files.

Software Engineer @ Whitewall Networks Jan.2010 – Mar.2010
● Implemented a access control package for managing users, groups, permissions, Machine Images, Volumes, Disks and Cost limits using Django-ORM.
● Wrote a module to schedule, trigger and monitor remote python functions(as new processes) using multiprocessing and apscheduler packages

Part-time Programmer @CBCS, Allahabad University Aug.2007 – Jul.2009
● Programmer for Stimuli Presentation software for eye-tracker system
● Statistical programming(R) for some analysis of data output of the eye-trackingexperiments

System Analyst @ IBM Global Sep.2004 – Feb.2007
● Reduced the year-end balancing of fiscal batch time by customized the Finance
Transaction session to allow upload of single balance transactions, currency-wise.
● Sales order Upload: Sales order upload was a program that reads sales order headers and lines from an ASCII text file, sorts them according to the Sales order header and then creates/upgrades the sales order and lines table in Baan.
● Baan V Customization:Report Layout modification for Sales Invoice layout of
Hungary,china,chile. As a consequence of the RoHS Guidelines ECR,there were a few fields that needed to be printed based on whether the RoHS flag was true or false.

Eingesetzte Qualifikationen

Data Science, Mysql, Extreme Programming, Software Architecture, Python

Qualifikationen

  • Data Science19 J.
  • Data Warehousing
  • Keras
  • Maschinelles Lernen7 J.
  • Python19 J.
  • Pytorch
  • Random Forest
  • Tensorflow

Projekt‐ & Berufserfahrung

Senior Data Scientist – Oghatron GMBH (Festanstellung)
Kundenname anonymisiert, Frankfurt
5/2017 – offen (7 Jahre, 7 Monate)
High-Tech- und Elektroindustrie
Tätigkeitszeitraum

5/2017 – offen

Tätigkeitsbeschreibung

● Built a Text analytics pipeline, leveraging STORM, kafka, hadoop and nltk for parsing
huge files and identifying named entities in them.
● Deployed Video analytics (voice and vision based NN models) for predicting (and
visualizing) emotions during the course of an interview.
● Helped the Pre-sales team, with writing proposals for RFPs, making them more
technically sound and sensible, along with helping them with the costing.
● Built a pre-sales demo with NN-based models for audio-cleaning tools with GAN
based NN model.
● Built a kidney stone size estimation tool for online assistance of kidney stone
lithotripsy procedures

Eingesetzte Qualifikationen

Data Science, Maschinelles Lernen, Python

Data Scientist, Software Architect, Programmer
Multiple customers, Bangalore
9/2005 – 3/2017 (11 Jahre, 7 Monate)
IT and Software
Tätigkeitszeitraum

9/2005 – 3/2017

Tätigkeitsbeschreibung

Senior Data Scientist – Greytip HR Solutions Aug.2015 – Mar.2017

● Deployed dashboards with the metrics for monitoring attrition/account loss and economic health metrics (Monthly Recurring Revenue, Customer Lifetime Value, Customer Acquistion Cost etc..).
● Built and Demonstrated a couple of predictive models to predict upsells and account loss probability.
● Designed, guided and helped setup end-to-end data warehouse (from distributed data sources), data pipeline, data-sanity checks, data dashboards and data modeling notebooks.
● Built a randomforest model to predict customer attrition and reduced attrition rates, by designing pro-active customer engagement process.
● Demonstrated a couple of predictive models to predict upsells and account loss probability as POC.
● Implemented a Reservoir sampling mechanism (with SQL triggers & random) and a generic SQL generator for the same.

Software Architect – Tagos Design Innovations Feb.2015 to Aug.2015

● Reduced annotation time by half, by automating parts of the video annotation task
● Reduced video segment loading time by the annotation tool, by replacing the
technology used.
● Created a web based tool to trim black bars(cinemascope) from images, using
imagemagick and tornado
● Built a QA tool for easier visualization and cross-checking (statistics of annotated(multi-dimensional) data, preview of touchable objects etc..)
● Use scrapy tool, to periodically scrape a page and automate extraction of new video as it arrives.

Senior Software Engineer – Chatimity Software Dec. 2013 – Oct.2014
● Scaled(from 1 to 2 Mn users) the backend to handle responsiveness demands
● Built a Retention analysis tool for checking and verifying weekly retention rates and helped decide features to build based on that
● Improved the product(chat-app) quality(latency and content quality) by improving backend services, analytic tools, and some probabilistic algorithms for auto-moderation of images based on user flags.
● Built a (tf-idf based for relevancy) ranking system for posts, based on recency, rarity and length(of text) in the post.
● Increased User engagement, by building a chat-bot to play word-games.
● Reduced new devbox setup time from a day to 1-2 hrs by automating setup and
dependency installation of a new system.
● Helped Devops monitoring by writing a parser for pushing sar command output into a graphite system.

Product Engineer – Commonfloor Techonologies Jul. 2013 – Sep.2013
● Ideated, designed and built a graph-based search engine for properties as POC.
● Flask based UI for downloading a image from a url, rotating it and uploading to S3 bucket.

Technology Lead – CSSCORP Technology Oct . 2011 – May.2013

● Reduced the time taken to switch router configs to one-tenth. Automated routing configuration changes in the network setup to load-balance(and re-route) during DDOS attacks or heavy loads for some specific domains,using a combination of django + fabric + triggers mechanism to issue the ssh commands.
● Eliminated manual effort for cleaning up log files, by providing a configurable tool to do the same.

R&D Engineer – Webnotes Technologies Aug . 2010 – May.2011

● Reduced down-time in case of a server problems by setting up the database with replication for robustness,
● Improved response time and reduced number of server-down incidents (even during peakload hours) by tuning mysql.
● Improved response latency with a module manager for importing and executing python modules from the filesystem, querying db for pyc(python bytecode) files.

Software Engineer @ Whitewall Networks Jan.2010 – Mar.2010
● Implemented a access control package for managing users, groups, permissions, Machine Images, Volumes, Disks and Cost limits using Django-ORM.
● Wrote a module to schedule, trigger and monitor remote python functions(as new processes) using multiprocessing and apscheduler packages

Part-time Programmer @CBCS, Allahabad University Aug.2007 – Jul.2009
● Programmer for Stimuli Presentation software for eye-tracker system
● Statistical programming(R) for some analysis of data output of the eye-trackingexperiments

System Analyst @ IBM Global Sep.2004 – Feb.2007
● Reduced the year-end balancing of fiscal batch time by customized the Finance
Transaction session to allow upload of single balance transactions, currency-wise.
● Sales order Upload: Sales order upload was a program that reads sales order headers and lines from an ASCII text file, sorts them according to the Sales order header and then creates/upgrades the sales order and lines table in Baan.
● Baan V Customization:Report Layout modification for Sales Invoice layout of
Hungary,china,chile. As a consequence of the RoHS Guidelines ECR,there were a few fields that needed to be printed based on whether the RoHS flag was true or false.

Eingesetzte Qualifikationen

Data Science, Mysql, Extreme Programming, Software Architecture, Python

Ausbildung

Cognitive Science
Allahabad University
2009
Allahabad
Mechanical Engineering
Madurai Kamaraj University
2004
India

Weitere Kenntnisse

Senior Data Scientist

Persönliche Daten

Sprache
  • Englisch (Muttersprache)
Reisebereitschaft
Weltweit
Arbeitserlaubnis
  • Europäische Union
  • Vereinigte Staaten von Amerika
Profilaufrufe
1919
Alter
41
Berufserfahrung
19 Jahre und 5 Monate (seit 06/2005)
Projektleitung
3 Jahre

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