data/processed_linkedin_data.json

[
  {
    "source": "profile",
    "text": "My name is Dmitry Kisselev."
  },
  {
    "source": "profile",
    "text": "My professional headline is: Data Engineer | Postgraduate Research Fellow at The Tensor Lab (UCSF) | Bioinformatics & Computational Medicine"
  },
  {
    "source": "profile",
    "text": "My professional summary: Experienced data analytics technical professional. Versed in all aspects of the data lifecycle. Focusing on Artificial Intelligence, Machine Learning, and Data Science in the domains of life and health science.  Expertise: - Data Science, Machine Learning, Data Engineering - Big Data, Data wrangling, and analytics"
  },
  {
    "source": "profile",
    "text": "I work in the Pharmaceutical Manufacturing industry."
  },
  {
    "source": "profile",
    "text": "I am based in San Jose, California, United States."
  },
  {
    "source": "positions",
    "text": "I worked as Machine Learning Research Fellow at The Tensor Lab For Computational Medicine in San Francisco Bay Area from 2025-07 to present. \u2022 Selected from a highly competitive pool of over 1,600 applicants (2.5% acceptance rate) for a postgraduate research fellowship focused on advancing medicine through machine learning. \u2022 Leading an independent research project to develop a hybrid RAG large learning model for Oncology Pharmacogenomics & Metabolism Guide. \u2022 Applying advanced machine learning and data engineering principles to analyze complex, high-dimensional biological datasets. \u2022 Collaborating with and receiving mentorship from a multidisciplinary team of physicians and scientists from UCSF School of Medicine, NIH, and UMD School of Medicine. \u2022 Aiming to produce novel findings with the potential for publication in a peer-reviewed academic journal, contributing to tangible advancements in patient care."
  },
  {
    "source": "positions",
    "text": "I worked as Sr Data Engineer at MasterControl in Salt Lake City Metropolitan Area from 2023-05 to 2025-03. \u2022 Developed robust ETL pipelines on Databricks, Kafka, dbt for advanced analytics for thousands of customers.   \u2022 Created a data validation framework to ensure high data quality, utilizing Python and SQL.   \u2022 Optimized ETL processes for new analytical features, significantly improving data processing efficiency."
  },
  {
    "source": "positions",
    "text": "I worked as Principal Data Engineer at Tilia in San Francisco, California, United States from 2022-10 to 2023-05. Part of the Data group working on the data warehouse, BI, ML, and financial ETL pipelines. \u2022 Framework for data validation and integrity checks for new customer onboarding (Airflow, Slack API, SQL, Python) \u2022 ETL pipelines refactoring and troubleshooting (BiqQuery, Airflow, MySQL, PostgreSQL)"
  },
  {
    "source": "positions",
    "text": "I worked as Machine Learning Software Engineer at DataRobot in Boston, Massachusetts, United States from 2021-10 to 2022-10. A member of the Timeseries engineering group, responsible for models and functionality of the product. \u25c6 Developed a timeseries segmentation functionality to allow modeling with a larger dataset (Python, MongoDB). \u25c6 Refactored automated ML blueprints to improve performance and reduce complexity (Python, MongoDB, SQL, EDA, Timeseries models)."
  },
  {
    "source": "positions",
    "text": "I worked as Data Engineer at DataRobot in Boston, Massachusetts, United States from 2020-03 to 2021-12. As part of the federal team, contributed to the COVID initiative to enable HHS to model infection and vaccination in the USA. \u25c6 Develop ETL jobs and collectors for data (Python, luigi, AWS Athena, S3, pySpark, Postgres, SQL) \u25c6 Anomaly detection and data post-processing (Unsupervised models, smoothing, EDA) \u25c6 Visualization of the data and reporting of model results (d3, matplotlib, Google API) \u25c6 Participate in creating simulation model for the COVID infection (simulations, Python)"
  },
  {
    "source": "positions",
    "text": "I worked as  Principal Customer Success Engineer at DataRobot in Boston, Massachusetts, United States from 2019-03 to 2020-03. A senior member of the customer success organization, ensuring Customer\u2019s pre-and post-sales experience is exceptional. Providing proactive and reactive help for POC, Customers, and partners. Data Science and Machine Learning developer support and escalations. \u25c6 Level 3 support issues (Hadoop, docker, networking, Ansible, Linux, STIG/FIPS, MongoDB, Redis, Postgres, bash) \u25c6 Escalations from Customers and Internal staff (Machine learning, EDA, REST API, Python)  \u25c6 Liaising with Engineering and technical requirements (JIRA, Python, git)"
  },
  {
    "source": "positions",
    "text": "I worked as Customer Success Engineer at Linc Global Inc in Sunnyvale, CA from 2016-03 to 2019-03. Joined early-stage startup as first Customer Success Engineer to help with onboarding, integration, and support of eCommerce retailers on Linc\u2019s platform. \u25c6 Troubleshoot and fix technical issues with the platform. Patches and fix to the code base. (JIRA, Django, Python, JavaScript, Angular, React, AJAX, Linux, MySQL, APIs, Git, Technical Support) \u25c6 Pre/Post sales support to work with technical deployment teams and C-Level executives. Present and evangelize Linc technology. Integrate retailers' systems with Linc (Shopify, Magento, Demandware, Hybris, Netsuite, OMS, WMS, 3PL, RFP, ERP, Sales Engineering) \u25c6 Designed features specs and PRDs from customer requirements and data analytics. (MySQL, data analytics, A/B testing, technology research, product management) \u25c6 Troubleshooting and development of ETL collectors, NLP chatbots, and recommendation models (Facebook Messenger API, GCP Assitant API, AWS Alexa API, IBM Watson AI, Elastic Search)"
  },
  {
    "source": "positions",
    "text": "I worked as Owner at Lab 756, LLC in San Jose, CA from 2011-12 to 2019-03. Product development and consulting. Operating eCommerce websites. Developing and marketing physical products through online retail channels and providing consulting services for small businesses and retailers. (Internet Marketing). - Acquired and redesigned websites to gain better search engine results placement and improve customer experience and transaction security (Outsourcing, Virtual Assistants, SEO, Web Analytics, Google AdSense) - Deployed and setup eCommerce websites and product review blogs (Wordpress, Opencart, Paypal, PHP, MySQL, Apache, SSL, security hardening, web hosting) - Developed several product brands. Created marketing material and technical guides. Run marketing campaigns to increase sales. (market analysis, online marketing, copywriting, SEM, SEO, Google Adwords, Facebook Ads, Amazon Marketplace, import regulations, logistics)"
  },
  {
    "source": "positions",
    "text": "I worked as Principal Engineer at Seagate Technology in Santa Clara from 2011-08 to 2014-03. Product engineering of data recovery tools and technologies. Product development of e-discovery, data migration, and tape restoration capabilities. Data recovery operations liaison with Seagate Firmware Engineering and Failure Analysis groups. Evangelize data recovery technology with external and internal customers. Writing online and printed technology articles and participating in trade shows to promote our services. Technical expert for pre/post sales.  - Sales and post sales support for SaaS remote disk drive diagnostic. Present at customer meetings, build a proof of concepts and help close sales. Technical support and onboarding of new partners. Enabled $1M in data recovery services revenue. (SaaS, Amazon EC2, Sales Engineering, RFP, PoC, Support, Integration ) - Product development of Seagate File Recovery software.  Gathered requirements and competitive market analysis. Developed roadmap, software architecture design; Support UI/UX design, QA testing and continues deployment. Added of $2M in software sales revenue. (OSX, Windows, C, Project Management, Outsourcing, Technical Support)  - Transition legacy eCommerce platform for online sales of the data recovery software. (ASP, SQL, Amazon EC2)"
  },
  {
    "source": "positions",
    "text": "I worked as Director, Research & Development at Seagate Technology in Santa Clara, California from 2008-10 to 2011-08. Lead a team of engineers and software developers to support data recovery operations. Responsible for roadmap and product development. Oversee tape restoration, data migration and eDiscovery projects. Pre and post sales support for professional services engagements. Presented to customers, respond to RFPs, prototyped and designed systems for specific tasks. - Developed distributed cloud-based disk diagnostic system to assist with the new business offering in the retail channel. (SaaS, Amazon EC2, C, SQL, Windows, Agile) - Architect processes and developed software to support worldwide operation for data recovery from damaged firmware disk drives. Supporting $2M in revenue for the business unit. - Created tape restoration capabilities which enabled new electronic discovery and data migration for non-native restoration services offering. Developed and deployed solution to our worldwide operation. (Windows, SQL, SAN arrays; Netbackup, Networker, BackupExec, ArcServe, TSM tape formats) - Data migration and integration projects for eVault storage cloud and MetaLincs - data analytics platform. (Unix, SaaS, Scripting, Perl, Python, XSLT, Shell) - Developed utilities to recover data from disk drives with damaged firmware and corruption in RAID / SAN information, file systems structures or applications. (Reverse engineering, UNIX, Assembler) - Established software engineering practices in the organization (Project Management, Agile Configuration Management, QA testing)"
  },
  {
    "source": "positions",
    "text": "I worked as Director, Research & Development / Professional Services at Seagate Technology / Seagate Services in Markham, Ontario Canada from 2006-01 to 2008-10. Support Professional Services organization with a group of highly skilled engineers. Recruit and retain best in the world data recovery talent. Designed and develop solutions for data migration and electronic discovery customers. - Data migration and eDiscovery projects (Unix shell scripting, Perl, Python, XSLT, SaaS, RFP, RFI) - Developed second phase of drive independent data recovery system \u2013 SignalTrace and took it from research to production. - Reverse engineer and document applications, filesystem and firmware data structures for ongoing development of data recovery utilities. (Assembler, C, IDAPro, Firmware, Reverse Engineering) - Work with critical incident response services for on-site disaster recovery and security related incidents. (computer forensics, data recovery, data migration, computer security, disaster planning)"
  },
  {
    "source": "positions",
    "text": "I worked as Manager of Dallas Lab at Actionfront Data Recovery Labs in Dallas, Texas from 2003-07 to 2006-01. Responsible for all aspects of lab operation and management from facilities to staffing. Perform training of new hires. Act as a senior data recovery specialist performing data recovery on damaged hard disk drives and RAID subsystems. - Successfully piloted new partnership program with Iomega and Seagate Technology which brought $4M per year in revenue - Improved efficiency and success of data recovery processes across all labs - Rebuild data from variety of operating systems and complex database software"
  },
  {
    "source": "positions",
    "text": "I worked as Director of Technologies at Data Recovery Services in Dallas, Texas from 2000-01 to 2003-07. Oversees group of software developers, data recovery and systems engineers. Responsible for company\u2019s computer, tape data recoveries and data conversion operations. - Developed proposals, business plans to expand data recovery operation to the new markets. Opened 3 new offices (2 International) - Managed electronic discovery projects and act as computer forensics expert witness. - Developed utilities for tape formats data recovery and UNIX migration."
  },
  {
    "source": "positions",
    "text": "I worked as Sr. Capacity Planner & Performance Analyst at Sabre in Fort Worth, Texas from 1998-12 to 2000-01. Responsible for performance analysis and capacity planning of Mid-Range Systems controlling variety applications in American Airlines. - Performed end to end performance analysis and capacity planning for reservation systems. (Java, Storage, Solaris) - Troubleshoot performance and brought back online of America West reservation system; (Application Performance, UNIX, SQL) - Discovered network security and performance issues, addressing shortcomings with internal network system design; (Cisco, Networks, Security, OSI)"
  },
  {
    "source": "positions",
    "text": "I worked as Chief Technical Officer at Data Technologies in Dallas, Texas from 1996-08 to 1998-12. Support computer networks of several hundred small business clients; Architect and design computer networks solutions for the customers based on the established requirements. Oversees operations and technical personnel. (Solution Design, Network Architecture, Data Migration, Computer and Network Security)"
  },
  {
    "source": "positions",
    "text": "I worked as IT Support at AudioNet.com / Broadcast.com in Dallas, Texas from 1996 to 1996."
  },
  {
    "source": "positions",
    "text": "I worked as Department Head at Ivanovskij Gosudarstvennyj Energeticeskij Universitet in Ivanovo, Russian Federation from 1992-12 to 1995-08."
  },
  {
    "source": "positions",
    "text": "I worked as Systems Administrator at Foreign Power Station Design Institute in Ivanovo, Russian Federation from 1990-10 to 1992-03."
  },
  {
    "source": "education",
    "text": "I studied at Johns Hopkins University Advanced Academic Programs, earning a Master of Science - MS from 2019-10 to 2025-05."
  },
  {
    "source": "education",
    "text": "I studied at Georgia Institute of Technology, earning a Master of Science - MS from 2019 to 2021."
  },
  {
    "source": "education",
    "text": "I studied at Ivanovo State Power Engineering University, earning a Master\u2019s Degree from 1989 to 1994."
  },
  {
    "source": "skills",
    "text": "My skills include: BERT (Language Model), Hugging Face Products, MLOps, OpenAI, Application Programming Interfaces (API), PyTorch, Agentic AI, ChromaDB, LangChain, Nextflow."
  },
  {
    "source": "skills",
    "text": "My skills include: Knowledge Graphs, Retrieval-Augmented Generation (RAG), Scientific Research, Computational Medicine, Vector Databases, Databricks Products, dbt, Confluent, Apache Kafka, Data Pipelines."
  },
  {
    "source": "skills",
    "text": "My skills include: Time Series Analysis, Relational Databases, Artificial Intelligence (AI), Data Integration, Cloud Services, Personalized Medicine, Genomics, Variation Analysis, Google BigQuery, R (Programming Language)."
  },
  {
    "source": "skills",
    "text": "My skills include: D3.js, PySpark, Bioinformatics, Airflow, Data Warehousing, PostgreSQL, Extract, Transform, Load (ETL), Google Cloud Platform (GCP), NoSQL, GitHub."
  },
  {
    "source": "skills",
    "text": "My skills include: Machine Learning, Data Science, Python (Programming Language), E-commerce, Technical Support, Storage, Shell Scripting, Network Security, Software Development, Computer Forensics."
  },
  {
    "source": "skills",
    "text": "My skills include: TCP/IP, Systems Integration, Onboarding, Data Analysis, Data Modeling, Deep Learning, Search Engine Optimization (SEO), Software as a Service (SaaS), Linux, MySQL."
  },
  {
    "source": "skills",
    "text": "My skills include: Cascading Style Sheets (CSS), JavaScript, jQuery, SQL, Shopify, Amazon Web Services (AWS), Microsoft Azure, HTML, Computer Security, RAID."
  },
  {
    "source": "skills",
    "text": "My skills include: Salesforce Commerce Cloud, DevOps, Data Engineering, Computer Vision, Unix, Test Driven Development, Design Patterns, Apache Spark, SAS (Software), Database Queries."
  },
  {
    "source": "skills",
    "text": "My skills include: Natural Language Processing (NLP), Healthcare Analytics, Applied Machine Learning, Large Language Models (LLM), Generative AI, Transformer Models."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: MCSE from Microsoft."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: CompTIA A+ from CompTIA in 2015-10 (expires 2018-10)."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: CompTIA Network+ from CompTIA in 2015-10 (expires 2018-10)."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Server+ from CompTIA."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: CCNA from Cisco."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Private Pilot / Single Engine from Federal Aviation Administration."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: CompTIA Security+ from CompTIA in 2015-10 (expires 2018-10)."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Become a Python Developer from LinkedIn in 2017-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Grow with Google Challenge Scholarship  from Udacity in 2018-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL: Data Reporting and Analysis from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Learning SQL Programming from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL (Basic) from HackerRank in 2020-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL Essential Training from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Learning Docker from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Advanced NoSQL for Data Science from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Master SQL for Data Science from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Learning Redis from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: JavaScript Essential Training from LinkedIn in 2019-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Learning Hadoop from LinkedIn in 2019-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Science & Analytics Career Paths & Certifications: First Steps from LinkedIn in 2019-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Hadoop: Data Analysis from LinkedIn in 2019-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: DataRobot Essentials from DataRobot in 2019-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: DataRobot Time Series Modeling from DataRobot in 2019-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Advanced DataRobot with Python Certification from DataRobot in 2019-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: DataRobot Deeper Dive Certification from DataRobot in 2019-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to R from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intro to SQL for Data Science from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Joining Data in SQL from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate SQL from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL Fundamentals Track from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL for Exploratory Data Analysis from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate Python for Data Science from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python Data Science Toolbox (Part 1) from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python Data Science Toolbox (Part 2) from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python Programming from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate R from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Writing Efficient R Code from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Parallel Programming in R from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: R Programming Track from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Importing Data in Python (Part 1) from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Importing Data in Python (Part 2) from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Cleaning Data in Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: pandas Foundations from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Manipulating DataFrames with pandas from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Merging DataFrames with pandas from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Relational Databases in SQL from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Shell for Data Science from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Conda Essentials from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python Programmer from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Importing & Cleaning Data with Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Manipulation with Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Analyzing Police Activity with pandas from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Databases in Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Data Science in Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Data Visualization with Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Statistical Thinking in Python (Part 1) from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Analyst with Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Statistical Thinking in Python (Part 2) from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to SQL Server from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate SQL Server from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL Server Fundamentals from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Interactive Data Visualization with Bokeh from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Supervised Learning with scikit-learn from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Machine Learning with the Experts: School Budgets from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Unsupervised Learning in Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Machine Learning with Tree-Based Models in Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Deep Learning in Python from DataCamp in 2019-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Scientist with Python from DataCamp in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Network Analysis in Python (Part 1) from DataCamp in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: PYTHON FOR DATA SCIENCE: FUNDAMENTALS from Dataquest.io in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Machine Learning Fundamentals with Python  from DataCamp in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Linear Classiers in Python from DataCamp in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: PYTHON FOR DATA SCIENCE: INTERMEDIATE from Dataquest.io in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: PANDAS AND NUMPY FUNDAMENTALS from Dataquest.io in 2020-01."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Data Visualization with Matplotlib from DataCamp in 2020-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: OpenCV 101 \u2014 OpenCV Basics from PyImageSearch in 2021-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Data Engineering from Coursera in 2021-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Relational Databases (RDBMS) from Coursera in 2021-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Google Cloud Big Data and Machine Learning Fundamentals from Coursera in 2021-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intro to Machine Learning from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intro to SQL from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Machine Learning Explainability from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Cleaning from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate Machine Learning from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Pandas from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Feature Engineering from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Visualization from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Advanced SQL from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intro to AI Ethics from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Geospatial Analysis from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Natural Language Processing from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intro to Deep Learning from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Computer Vision from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intro to Game AI and Reinforcement Learning from Kaggle in 2021-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python for Data Science, AI & Development from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification:  Python Project for Data Engineering from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to NoSQL Databases from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Databases and SQL for Data Science with Python from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Big Data with Spark and Hadoop from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Hands-on Introduction to Linux Commands and Shell Scripting from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Engineering and Machine Learning using Spark from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: NoSQL, Big Data, and Spark Foundations Specialization from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Engineering Foundations Specialization from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: ETL and Data Pipelines with Shell, Airflow and Kafka from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Google Data Analytics Specialization from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: AWS Machine Learning Foundations from Udacity in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Modernizing Data Lakes and Data Warehouses with GCP from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Building Batch Data Pipelines on GCP from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Building Resilient Streaming Analytics Systems on GCP from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Smart Analytics, Machine Learning, and AI on GCP from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Preparing for Google Cloud Certification: Cloud Data Engineer Specialization from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Data Engineering, Big Data, and Machine Learning on GCP from Coursera in 2021-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: PYTHON BASICS FOR DATA ANALYSIS from Dataquest.io in 2021-12."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Unit Testing and Test Driven Development in Python from LinkedIn in 2022-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Unit Testing in Python from LinkedIn in 2022-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python: Design Patterns from LinkedIn in 2022-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Python (Basic) from HackerRank in 2022-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Problem Solving (Basic) from HackerRank in 2022-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Spark SQL and DataFrames from LinkedIn in 2022-08."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Relational Database Administration (DBA) from Coursera in 2023-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Getting Started with Data Warehousing and BI Analytics from Coursera in 2023-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: IBM Data Warehouse Engineer from Coursera in 2023-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: IBM Data Engineering from Coursera in 2023-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Biology Meets Programming: Bioinformatics for Beginners from Coursera in 2023-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL (Intermediate) from HackerRank in 2024-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SAS Programming for R Users, Part 1 from LinkedIn in 2024-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL Practice: Intermediate Queries from LinkedIn in 2024-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SAS Programming for R Users, Part 2 from LinkedIn in 2024-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Advanced AI: NLP Techniques for Clinical Datasets from LinkedIn in 2024-10."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Large Language Models from LinkedIn in 2025-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Generative AI: Working with Large Language Models from LinkedIn in 2025-03."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Python from Dataquest.io in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Algorithms from Dataquest.io in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Python for Data Engineering Course from Dataquest.io in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Programming Concepts in Python Course from Dataquest.io in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Dictionaries and Functions in Python Course from Dataquest.io in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate Python for Data Engineering Course from Dataquest.io in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Command Line for Data Science Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Text Processing for Data Science Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Intermediate Command Line for Data Science Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: The Command Line and Git from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to Git and Version Control Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introduction to SQL and Databases Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Summarizing Data in SQL Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Combining Tables in SQL Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Querying SQLite from Python Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: SQL Subqueries Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Introducing Generative AI with AWS from Udacity in 2025-05."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: AWS Educate Introduction to Generative AI from Amazon Web Services (AWS) in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: AWS Educate Machine Learning Foundations from Amazon Web Services (AWS) in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: PostgresSQL for Data Engineering Course from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Production Databases Part from Dataquest.io in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: AWS Certified Cloud Practitioner from Amazon Web Services (AWS) in 2025-07 (expires 2028-07)."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: AWS Knowledge: Cloud Essentials from Amazon Web Services (AWS) in 2025-07."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: Academy Accreditation - Databricks Fundamentals from Databricks in 2025-07 (expires 2026-07)."
  },
  {
    "source": "certifications",
    "text": "I obtained the certification: LLM Engineering: Master AI, Large Language Models & Agents from Udemy in 2025-10."
  },
  {
    "source": "recommendations_received",
    "text": "Fang Cheng (SVP & GM of Retail CX Automation at Capacity) wrote about me: \"Dmitry joined Linc as our first technical customer success engineer. He was a key contributor to our success becoming not only one of the fastest growing SaaS companies, but also one with exceptional customer retention. What makes Dmitry a standout is his technical capabilities. I definitely recommend Dmitry especially for deeply tech enabled product companies.\""
  },
  {
    "source": "recommendations_received",
    "text": "Kevin Fujinami (Senior Solutions Engineer at Reddit, Inc.) wrote about me: \"Dmitry and I have been coworkers at Linc on the same Customer success team.    I enjoyed having Dmitry as a coworker for several reasons.  He helps people grow their understanding of the product because he does not give out quick answers.  He encourages people to think through how the system behaves and what the expected outcomes should be.  He will also spend time educating people on the technical details so that people have a deeper understanding.  That helps people to become more self sufficient and have more confidence in selling products to customers.  Customers and fellow employees view Dmitry as a trustworthy resource.  Dmitry makes an effort to provide pros and cons as well as risks to proposed plans and solutions.  He provides objective advice with the goal for customers to have a successful experience with our products.  When discussing internal architectural issues, he will make an effort to get engineering and other teams to understand his points even if management is leaning towards other choices.  He cares deeply about the success of the company and he is not afraid to speak up.  I think what separates Dmitry from other IT professionals is that he also thinks about how technology solves business problems and operational issues.  He goes beyond talking about product functionality and dives into business process discussion with customers.  For example, Linc provides product returns and exchange functionality for e-commerce platforms.  Process seems simple to a person who wants to return something, but on the back end, its a complex process for retailers to manage.  He has demonstrated that he can have conversations with customers about their complex operations while providing recommendations on where Linc meets their needs and where Linc could use more product development to support customer's current and future business strategy.  I really enjoyed getting to know him and work along side him.  He is really passionate about many different things such as growing edible mushroom, flying airplanes and learning how to remodel a home from watching Youtube videos.  He has a great sense of humor and he is quick witted.  I think his future employers and coworkers would enjoy having him in their organization.\""
  },
  {
    "source": "recommendations_received",
    "text": "Jay Remley (Chief Revenue Officer at Matterport) wrote about me: \"Dmitry is a very dedicated, focused, and passionate person about everything he does.  His knowledge in the data management and storage business is outstanding.  He assisted the sales team on customer calls and helped close numerous large projects and opportunities for Seagate Recovery Services.  Under Dmitry's leadership, our R&D function expanded into Europe as well as launched two key new services offerings.  I truly enjoyed working with Dmitry.    Jay Remley\""
  },
  {
    "source": "recommendations_received",
    "text": "Larry Thomasson (Retired at At home and on the road) wrote about me: \"I had the distinct pleasure of working with Dmitri Kisselev at Data Recovery Services. Dmitri is one of the brightest individuals I have had the pleasure of working with . He was constantly on the cutting edge of technology. His knowledge of computers and especially hard drives is unsurpassed by few if any in this field. Dmitri is not only a great engineer but a great individual to know. I would highly recommend Dmitri for anything.  A definate \"Go To Individual\"\""
  },
  {
    "source": "recommendations_received",
    "text": "Michael Masterson (Independent Consultant at Independent) wrote about me: \"Dmitry is among the sharpest people I've had the pleasure to work with, he had a great depth of knowledge of the areas that we covered.  He was always available and willing to share information with the other people on the team.  He dives deeply into the pool of knowledge surrounding any endeavor he undertakes.  I recommend his services to anyone.\""
  },
  {
    "source": "publications",
    "text": "I published: A Forensic Look Inside NAS in HAKIN9 on Apr 1, 2012. Description of modern NAS systems and their forensic analysis. Cover multiple manufactures and layouts of the filesystems."
  },
  {
    "source": "projects",
    "text": "I worked on a project: Genomic and Personalized Medicine for Hypertension from 2024-01 to 2024-05. A research project on personalized medicine's potential to transform hypertension management. The project investigated the influence of genetic, environmental, and lifestyle factors on individual responses to blood pressure medications, aiming to optimize treatment plans and improve patient outcomes. Through extensive literature review and analysis, the study identified promising avenues for future research and development in this field, with a particular focus on machine learning applications. The findings emphasize the need for a shift towards a more personalized approach to hypertension management."
  },
  {
    "source": "projects",
    "text": "I worked on a project: Effect of rs13436213 SNP on human PRLR gene from 2024-01 to 2024-05."
  },
  {
    "source": "projects",
    "text": "I worked on a project: Microbiome Metadata Crisis from 2025-07 to 2025-10. At Knight Lab, I contributed to the Microbiome Metadata Crisis project, focusing on enhancing reproducibility in microbiome research. My role involved annotating and curating extensive metadata from scientific studies, while developing machine learning applications to analyze reproducibility trends. I also worked on building graph analyses of research collaborations and microbiome sample deserts, aiming for co-authorship on a high-impact journal manuscript. (LLM, Knowledge Graph, Nextflow)"
  },
  {
    "source": "projects",
    "text": "I worked on a project: Tuxedo Link - AI-Powered Cat Adoption Search Engine from 2025-10 to present. Developed a comprehensive, AI-powered search engine that aggregates cat adoption listings from multiple platforms like Petfinder and RescueGroups. The system uses natural language processing to understand user preferences for a cat's personality and traits. It features a hybrid search system combining semantic search (ChromaDB, SentenceTransformers) for personality matching and metadata filtering. Implemented an advanced, multi-modal deduplication pipeline using text similarity, image recognition (CLIP), and data fingerprinting to ensure unique listings. The entire application is built on an agentic architecture and is ready for serverless deployment."
  },
  {
    "source": "projects",
    "text": "I worked on a project: Synthetic Dataset Generator for AI from 2025-10 to 2025-10. Engineered an advanced tool for generating high-quality synthetic datasets. The application supports a wide range of LLMs, including both commercial APIs (OpenAI, Anthropic, Google) and local Hugging Face models (Llama, Phi-3, Gemma), optimized for GPU usage. Key features include LLM-powered schema creation, data generation, synonym permutation to increase data diversity, and an automated quality scoring module to evaluate the generated data's realism and coherence. The tool provides a complete solution for creating tailored datasets for AI model training and testing."
  },
  {
    "source": "projects",
    "text": "I worked on a project: LLM Fine-Tuning and RAG Optimization for Specialized Domains from 2025-10 to 2025-10. Executed a series of advanced LLM projects focused on fine-tuning and optimization for specific, high-value tasks. For a price prediction task, I fine-tuned a GPT model, significantly improving its accuracy over the baseline. A key achievement was developing a methodical approach to hyperparameter tuning for RAG retrieval (top-k), which optimized the context provided to a fine-tuned model and resulted in a solution that surpassed the instructor's benchmark score among a cohort of 100,000 students."
  },
  {
    "source": "projects",
    "text": "I worked on a project: AI-Powered Crypto Trading Advisor from 2025-10 to 2025-10. Built a cryptocurrency trading analysis platform that connects to the Kraken API for real-time market data. The system visualizes price data and technical indicators like Simple Moving Averages (SMA) using Plotly. It leverages multiple LLMs (GPT, Claude, Gemini) to analyze market signals and generate actionable trading recommendations (Buy/Sell/Hold) with confidence scores. The application includes a paper trading module to execute simulated trades in a sandbox environment, demonstrating a full cycle from data analysis to action."
  },
  {
    "source": "comments",
    "text": "On 2022-10-12, I commented on LinkedIn: \"I recommend Andrii to any employer seeking a good iOS developer. Andrii came to Monterey recently from Lviv and is eager to start his new life and apply his skills.\""
  },
  {
    "source": "comments",
    "text": "On 2022-10-10, I commented on LinkedIn: \"Congratulations and good luck! They need a bit more analytics :)\""
  },
  {
    "source": "comments",
    "text": "On 2022-09-06, I commented on LinkedIn: \"Thank you all for your support. For those who still follow the story, we have an update from KSBW Channel 8 which did a feature over the weekend. https://www.ksbw.com/article/ukrainian-refugees-settle-in-marina/41076074\""
  },
  {
    "source": "comments",
    "text": "On 2022-08-24, I commented on LinkedIn: \"\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002\u4e00\u7dd2\u306b\u4ed5\u4e8b\u304c\u3067\u304d\u3066\u3046\u308c\u3057\u304b\u3063\u305f\u3067\u3059 \ud83d\ude0e\""
  },
  {
    "source": "comments",
    "text": "On 2021-02-25, I commented on LinkedIn: \"Keith Gnagey COVID testing efforts\""
  },
  {
    "source": "comments",
    "text": "On 2021-02-25, I commented on LinkedIn: \"Joe Hodges, DBA Could be of your\n interest simplified covid testing\""
  },
  {
    "source": "comments",
    "text": "On 2021-02-25, I commented on LinkedIn: \"Terry Cunningham, covid testing with data in hands.\""
  },
  {
    "source": "comments",
    "text": "On 2021-02-25, I commented on LinkedIn: \"Ananda Sankar Bandyopadhyay you might be interested to hear about this covid testing\""
  },
  {
    "source": "comments",
    "text": "On 2021-02-25, I commented on LinkedIn: \"Vladimir Milutin fyi on the DR initiative\""
  },
  {
    "source": "comments",
    "text": "On 2021-02-25, I commented on LinkedIn: \"Auren Hoffman \ud83d\udcda This finannly public\""
  },
  {
    "source": "comments",
    "text": "On 2020-07-23, I commented on LinkedIn: \"about time  :)\""
  },
  {
    "source": "comments",
    "text": "On 2020-03-18, I commented on LinkedIn: \"As I post the link to blog, covid - 19 cases were identified in Monterey county - one of several the predicted counties. https://www.co.monterey.ca.us/Home/Components/News/News/6131/1336\""
  },
  {
    "source": "comments",
    "text": "On 2019-11-24, I commented on LinkedIn: \"Congrats Mark. Say high to Craig! :)\""
  },
  {
    "source": "comments",
    "text": "On 2019-05-06, I commented on LinkedIn: \"Hmm. Wonder who paid for the research :) https://youtu.be/br9jtUJu5DI\""
  },
  {
    "source": "comments",
    "text": "On 2019-05-03, I commented on LinkedIn: \"US GDP: $2,340 million per hour ;)\""
  },
  {
    "source": "comments",
    "text": "On 2012-06-12, I commented on LinkedIn: \"Just want to say Hello to keep this thread flowing. I'm new to IM and associated areas. Trying my way through different venues, such as ecommerce, drop-ship, affiliate blogs, etc. I have some moderate success in these areas. I went to HPA as well and hope to figure out how I can get my ideas beyond my thoughts. Computer Engineer by trade with  corporate job, trying to find my way out. :)\""
  },
  {
    "source": "comments",
    "text": "On 2011-04-13, I commented on LinkedIn: \"DriveSavers have a neat hard drive crash simulator and sound library, as well as DataCent. That should help you to understand why software is not a solution here. So to briefly answer this question: You may recover data if media is not crashed. No software will help until drive can be detected by computer. See links: [http://www.drivesaversdatarecovery.com/company-info/recovery-tips/|leo://plh/http%3A*3*3www%2Edrivesaversdatarecovery%2Ecom*3company-info*3recovery-tips*3/1U2i?_t=tracking_disc] (Check their Drive Simulator in the About Company menu)\nWiki [http://en.wikipedia.org/wiki/Data_recovery|leo://plh/http%3A*3*3en%2Ewikipedia%2Eorg*3wiki*3Data_recovery/Q9an?_t=tracking_disc]\""
  },
  {
    "source": "comments",
    "text": "On 2008-10-27, I commented on LinkedIn: \"On November 18th Bill Zack will talk about MS Cloud in detail for developers and alike - [http://msevents.microsoft.com/CUI/WebCastEventDetails.aspx?EventID=1032386259&EventCategory=5&culture=en-US&CountryCode=US|leo://plh/http%3A*3*3msevents%2Emicrosoft%2Ecom*3CUI*3WebCastEventDetails%2Easpx%3FEventID%3D1032386259%26EventCategory%3D5%26culture%3Den-US%26CountryCode%3DUS/cqh_?_t=tracking_disc]\""
  },
  {
    "source": "comments",
    "text": "On 2008-10-26, I commented on LinkedIn: \"Don't have a pointer to analysis... Internaly inside our company and competitors archiving (email/data), data backup is used for internal cloud  storage - storage grids. Cost of storage is large driver.\""
  },
  {
    "source": "comments",
    "text": "On 2008-10-20, I commented on LinkedIn: \"I guess I'm the laziest out there ;-) Took me roughly 100hr and about 3 years. Had so many things happening with the family and job which were taking my time away from flying. At the end of the day and 300 instructors latter got it! Should I start instrument.... I wonder....\""
  },
  {
    "source": "comments",
    "text": "On 2008-10-19, I commented on LinkedIn: \"I believe storage / computing clouds are next turn of the spiral of computing progress. The cost is the main driver, but it will be several other drivers which will swing the vote from outsourcing or in-house implementation. Government regulations, energy footprint \u2013 \u201cGreen stuff\u201d, internal security policies are just few of the extra drivers. Every major enterprise follows into myriads regulations. Those policies will drive decision if data / computational clouds are allowed to cross boundaries of country, enterprise itself or been outsourced as well as on security and retention protocols which are used.\nClouds allows to get higher value for a $ that will push make them as major player on the IT market. Financial crisis will accelerate adoption.\""
  }
]