- Regression to find optimal values of 'X' values
- Add a constraint to make it an optimization problem
- Optimization with minimum expense for each track
Keep Exploring!!!
June 04, 2023
Forecast + Optimization
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I have 20 years of experience (Coder - Emprical Learner - Teacher). I am currently working on Data Analytics (Video-Image-Text-Data) / Database / BI space. I dabble with "Data". Ping me or send a request to connect if what I do appeals to you and you want to talk about it (Data Science / Databases / Deep Learning / Architecture / Design Discussions / Consulting Projects/ Machine Learning Training's/ Strategic Leadership Roles).
Personal Goal - Reach / Teach up to 10 Million Students through various mediums (Catalyst between Academics and Industry)
My request to readers, Hope you find the posts, code snippets, notes helpful, please share your learning with others. We can only grow only by learning and teaching.
6+ years in AI, AI experience working on Image, Video, Text, Numbers - Data
15+ years in Databases
10+ in developing, deploying, monitoring large scale solutions in Supply Chain, Retail
Its my personal blog. The objective of this blog is to bookmark/share my learning's. Posts reflect my opinions, perspectives and interests. Blog post presented are my personal views and do not represent my employer's view. I have acknowledged all posts with References/Bookmarks.
I have 20 years of experience (Coder - Emprical Learner - Teacher). I am currently working on Data Analytics (Video-Image-Text-Data) / Database / BI space. I dabble with "Data". Ping me or send a request to connect if what I do appeals to you and you want to talk about it (Data Science / Databases / Deep Learning / Architecture / Design Discussions / Consulting Projects/ Machine Learning Training's/ Strategic Leadership Roles).
Personal Goal - Reach / Teach up to 10 Million Students through various mediums (Catalyst between Academics and Industry)
My request to readers, Hope you find the posts, code snippets, notes helpful, please share your learning with others. We can only grow only by learning and teaching.
6+ years in AI, AI experience working on Image, Video, Text, Numbers - Data
15+ years in Databases
10+ in developing, deploying, monitoring large scale solutions in Supply Chain, Retail
Its my personal blog. The objective of this blog is to bookmark/share my learning's. Posts reflect my opinions, perspectives and interests. Blog post presented are my personal views and do not represent my employer's view. I have acknowledged all posts with References/Bookmarks.
For questions/feedback/career opportunities/training / consulting assignments/mentoring - please drop a note to sivaram2k10(at)gmail(dot)com
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Data Science Good Reads
- AI with Sohini
- Henry AI Labs
- Digital Sreeni
- Ethical AI Guidelines
- Image - Position - Pixel Values
- Data Science & Artificial Intelligence (Great One)
- ML Flash Cards
- Machinelearningmastery
- Analytics Vidya Blog
- Applied Social Good: Data Science, Political Science, & History
- Berkeley Institute of Data Science - Videos
- DataScience Plus
- Dato Blog
- Deep Learning Book
- FREE RESOURCES TO GET YOUR DATA SCIENCE CAREER STARTED
- Interview Questions for a Data Scientist Position
- R Cheat Sheet
- R Visualization
- Rants on Machine Learning
- Shivon Zilis - Machine Intelligence
- The Chemical Statistician
- VARIANCE EXPLAINED
- You CanAnalytics
Cloud, Datacentre, BigData and NOSQL Blogs
- 8KMiles Cloud Solutions
- All Things Hadoop
- Aster Data Blog - SQL MapReduce
- Business Innovations
- Cassandra Developer Center
- Cloud Harmony
- Cloud Scaling Blog
- Cloud, Hadoop & Mobile - 8KMiles CTO Blog (Good Read)
- Cloudave
- Cloudera Presentations
- Cloudscaling blog
- Data Center Design
- DBMS Musings (Good Read)
- dbShards Blog
- Distributed Systems - Google Code University
- Facebook Engineering
- Forrester Blog - Chief Information Officers
- Forrester Blog - Enterprise Architecture Professionals
- Fred Beringer's blog
- Get Cloud Ready
- Google App Engine Blog
- Hadoop Blog
- Hortonworks Blog
- Kick start Hadoop
- Mani (OrangeScape Founder) Blog
- MapR academy - Big Data, Hadoop Free Training
- mapreduce.org
- Mike Ferguson's BI and Data Management Blog
- NoSQL
- NoSQL Databases and Polyglot Persistence: A Curated Guide
- Open Data Centre Alliance - Cloud Standards
- Open Group Blog
- Practical analytics - Analytics as a Service
- Private Cloud Blog
- Right Scale Blog - Manage Hybrid Cloud Environments
- Scalarium Blog
- SOASTA - Leader in Cloud Testing
- The 451 Take on information management
- The Forrester Blog - Application Development & Delivery Professionals
- Top Cloud Bloggers
- Vertical - Columnar Database Blog
- Windows Azure Security Best Practices Series
SQL Links
- Abhyast
- Balmukund SQL Dude
- Bart Duncan's SQL Weblog
- Brent Ozar PLF
- Carpe Datum
- Channel9 SQL Videos
- Cindy Gross - Troubleshooting, tips, and general advice about SQL Server
- Claypole's World - The SQL Server Side
- Clustering and High Availability
- Conor vs. SQL
- Craig Freedman's SQL Server Blog
- CSS SQL Server Engineers
- Database Programming
- DBA Headquarters: SQL Server DBA Automation Tools
- DBTestUnit
- Defensive Database Programming
- Effective SQL - Performance, Scalability & Business Continuity
- Enterprise Applications on Microsoft SQL Server
- Erland Sommarskog
- Free SQL Server Training Videos - Brent Ozar Site
- Glenn Berry's SQL Server Performance - SQL Perf Tuning Queries
- Help: SQL Server - Balmukund Blog
- Home Of The Scary DBA
- How To: SQL Azure Introductory Videos
- Indexing Across Databases
- Joe Celko The SQL Apprentice
- John Sansom – SQL Server DBA in the UK
- Kevin e Kline SQL Presentations
- Learn SQL With Bru Medishetty's
- Lee Everest's SQL Server, etc. weblog
- Martin Bell UK SQL Server MVP
- MDX : MDX Tutorial , MDX Query , MDX Script , How to in MDX, MDX Select Query
- Michael J Swart - Database Whisperer
- Microsoft SQL Server Migration Assistant (SSMA) Team's Blog
- Microsoft SQL Server Support Blog
- Microsoft SQL Server Tips & Tricks
- MSDN Database Design Forums
- MSDN Magazine Topics - SQL Server
- Notes from SQL Server Premier Field Engineer
- Pankaj Mittal SQL MSDN Blog
- PASS Blog Directory
- Portuguese PFE SQL Server Team
- power pivot team blog
- REPLTalk covers Using and Tuning SQL Replication
- Roji SQL Dude Blog
- Ronald Bradford - Enterprise Data Architect
- Rusanu's Service Broker Blog
- SELECT Blog FROM Brad.Schulz CROSS APPLY SQL.Server()
- SQL 2008 Features Demo Notes
- SQL 2008 On-Demand Webcasts
- SQL Aloha Presentations
- SQL Bits Sessions & Demos
- SQL CAT
- SQL Fool
- SQL Formatter
- SQL Garbage Collector
- SQL in the Wild
- SQL Learning Vidoes
- SQL Presentation Downloads
- SQL Programmability & API Development Team Blog
- SQL Security Concepts
- SQL Server - Down & Dirty
- SQL Server 2008 - Notes
- SQL Server 2008 Whitepapers
- SQL Server Best Practices
- SQL Server Certification Study Material
- SQL Server Community
- SQL Server Customer Advisory Team SQLCAT
- SQL Server DBA from the field
- SQL Server Integration Services
- SQL Server Programming Hacks
- SQL Server Websites
- SQL Server Youtube Channel
- SQL Skills
- SQL Studies
- SQL Top 10 Links
- SQL Velocity - Maximize SQL I/O Performance
- SQL Whitepapers
- SQLBlog.com - THE SQL Server Blog Spot on the Web
- SQLDBPool - MSSQL and MySql Articles
- SQLFundas!!!!
- sqlindian – blog Uncommitted
- SQLskills Free Online MCM Training
- SQLSoldier
- SQLTech Consulting
- StackOverflow.com
- Technical Reference Guides for Designing Mission-Critical Solutions using SQL Server are available
- The Database Programmer
- The Great PowerPivot FAQ
- The SQL Server Diaries
- There's Something about SQL!
- Thinking outside the box
- Tibor Karasi's SQL Server page
- Tips, Tricks, and Advice from the SQL Server Query Processing Team
- Tony Rogerson's ramblings on SQL Server
- TroubleshootingSQL - Explaining the bits and bytes of SQL Server
- Vinod Kumar Mindmap
- VSDB - DBProject
- Ward Pond's SQL Server blog
Archecture Blog List
- Alik Levin's - Clarity, Technology, and Solving Problems
- Graph Databases & Good Reads
- Jason's Architecture and .NET Blog
- Layered Architecture Sample for .NET
- Learnings from Five Years as a Skype Architect
- Making Good Software
- Niraj Bhatt – Architect's Blog
- Overview of the different enterprise architecture disciplines
- patterns & practices Application Architecture Guide 2.0
- Pragmatic Programming Techniques
- Pragmatic Programming Techniques
- Programmer Competency Matrix
- Richard Seroter's Architecture Musings
- Russell East’s blog
- Team blog of MCS @ Middle East and Africa
- Visual Studio 2010 Architecture Tooling Guidance
Programming Problems
- A repertoire of programming and algorithms
- Algorithm Design Lectures
- ALGORITHM PROBLEMS FOR DUMMIES: PETR MITRICHEV'S
- Algorithms - Tutorial
- Algorithms and Data Structures
- Algorithms and Random Thoughts
- Algorithms Open Mins
- Algorithms Problems
- Algorithms video tutorials
- Ambition Box interview-questions
- An algorithm a day - For Beginners
- Antonio Gulli's coding playground
- Bit Twiddling Hacks
- brain teasers
- C Programming Problems
- C Puzzles
- Career Cup - Very Good Site
- Code Chef
- Code Golf - Stack Exchange
- Codecademy - Learn to Code
- Course Materials Data Structures
- Coursera - Free Online Classes
- Crack the interview - Good One
- Crazy Programming Interviews
- Daily One Algorithm
- Dan Dreams of Coding
- Effective Programming
- eXclusiveminds - Algorithme
- Free Vidoe Lectures (IIT classes)
- Freshers Interviews
- GeeksforGeeks
- Gild
- Google Code Jam Contests
- Google Interview
- Hacker Rank
- HackerEarth Tutorials
- How to be a Programmer: A Short, Comprehensive, and Personal Summary
- i has 1337 code
- Interview questions on Algorithms, Programming
- MIT - Hacking Google Interview Course
- MIT Algo Learning Series
- Mockquestions
- My Career Stack - Good Site (Tutorials & Pgms)
- My Tech Interviews
- Online Reading - Data Structures
- Pivotal Labs - Tech Talks
- Programming Interviews
- Programming praxis - Sharpen your saw
- Programming Questions
- Programr - Code it Online
- Project Euler - computer programming problems
- Project Euler - mathematical/computer programming problems
- Puzzles
- Puzzles
- Puzzles for Puzzled Minds...
- Puzzles, Maths and Algorithms
- Spell scroll
- Tech Interview Discussion
- Technicalypto
- The learning point
- THE ULTIMATE PUZZLE SITE
- Topcoder Algorithm Tutorials
- udacity - Free Online University Classes
- Ultimate Guide to Programming Interviews
- Video Lectures - CS Topics
- What skills doth a good developer possess?
- XORSWAP - Programming, Software, and Technical Interview Questions
- Young Programmer
Startup - Reads
Perl-Python-Ruby-Linux-Oracle
- Apache Ant Tutorial
- Cgisecurity
- CI with Hudson (Tutorial)
- Commercial Adoption of Open Source Blog
- Corey Goldberg- Open Source Testing
- Grid Designer's Blog
- Learn With the Open Source Community
- Looking For The Source Code Of Life, LINUX and MORE...
- mysql performance blog
- PHP Webinars
- Python Google Code University Tutorial
- Python Testing Tools
- Testing Web applications
- Web Application Security Consortium
Management + Leadership Blogs
- 16 rules for Success in Business and Life
- 99% Blog
- Best Practices - Harward Business Review
- Esther Derby Associates
- estherderby | My Amplify
- Lead On Purpose - Product Management Blog
- Leadership Now
- Leadership501
- Managing Software Development
- MIT Sloan Management Review
- Motivate, Inspire and Innovate
- Outside In View - Product Management Blog
- PM Tribe
- Steven Sinofsky's Microsoft TechTalk
- The Art of People Management
- The Colorful and Gray World of Engineering Management
- Tom peters
Research Papers & Podcasts
My Wordpress
Interesting Reads
- 10 eBay Secrets for Planet Wide Scaling
- 14 Rules for Faster-Loading Web Sites
- An Unorthodox Approach to Database Design : The Coming of the Shard
- AnonHackNews Blog
- Corporate Programmer
- CWE/SANS TOP 25 Most Dangerous Programming Errors
- Data center knowledge
- Dhanji R. Prasanna
- Don Dodge on The Next Big Thing
- Geeking with Greg
- High Scalability - Building bigger, faster, more reliable websites
- How Amazon Works
- How Does Facebook Work? - Technology Explained
- How eBay Works
- Instagram Engineering Blog
- Iterative Path - Marketing Strategy and Pricing
- James Hamilton's Blog
- Latency is Everywhere and it Costs You Sales - How to Crush it
- Lecture Notes - Evolution of Google Search Engine
- Paul Adams - Think Outside In
- Software Carpentry - Helping scientists make better software since 1997
- Stack Overflow Architecture Update - Now at 95 Million Page Views a Month
- Stuff I've learned at Microsoft - Very Nice Article
- Teaching Kids Programming
- Techfortesco - Tesco R&D Team Blog
- The Akamai Network - 61,000 servers, 1,000 networks, 70 countries
- The Anatomy of Search Engine
- Top Ten Web Hacking Techniques of 2011
- TripAdvisor Architecture - 40M Visitors, 200M Dynamic Page Views, 30TB Data
- What motivates? … at work
- You’re a Bad Programmer, Really?
- Your Story
Useful Links - C# and .NET
- .NET Lessons # Good Summary of Posts - Design Patterns Read
- .NET Tutorials - BlackWasp web site.
- ADO.NET Team Blog
- Agile Alliance
- Agile Alltop Articles
- All Things Distributed - Amazon CTO Blog
- All Top Cloud Computing Articles
- Bill Barnett's blog - .NET Load Testing
- C Sharp Tools
- C# MSDN Blog - Frequently Asked Questions
- Cal Zant's Blog
- Cloud 9 Show - Cloud Computing From Janikiraman MSV
- Codeplex Test Frameworks
- Directi University Wikis
- Dot Net Perls
- DOT NET TRICKS
- Entity Framework Design
- ExtensionMethod.NET is a database of C# 3.0 extension methods
- Fabian Agudelo Blogs
- Great New Documentation for Performance Testing Now Online
- How to Answer The 64 Toughest Interview Questions
- interviewstreet
- Khan Academy - world-class education to anyone, anywhere
- LosTechies.com
- Microsoft Dynamics CRM Team Blog
- Microsoft Product Team Blog Directory
- Microsoft Security Development Lifecycle
- Microsoft Tech-Ed Online
- Mike Taulty's Blog - Bits and Bytes from Microsoft UK
- MSDN Magazine
- NalandaU - Education Unlimited
- Nunit Framework Articles
- onedonetway
- Online Compiler to Try C/C++/Ruby...
- Open Application Security Community
- opencs's posterous
- Richard Seroter - SoCal BizTalk Musings
- Rico Mariani's Performance Tidbits
- Sadi Blog - .NET Basics
- Sara Ford's Blog
- SDET FAQ
- Security Checklist
- Security presentations
- Sherpalo
- SnippetWare.com - Code snippets library
- Sreeni.NET
- Sriram krishnan PM
- The .NET Endpoint
- thehackerslibrary
- Tutorial: Common Design Patterns in C# 4.0
- Visual Studio Team Test Blog
- WCF Data Services Team Blog
- WCF Tutorial
- Webcasts on WCF WF 4.0
- Windows PowerShell Blog
- WPF Tutorial
Java, Selenium, QTP and Test Tools Learning
- .NET Test Automation Series Articles - Very Good
- Advanced Selenium Test Automation Engineering
- Agile Testing
- Automate Apps
- Automated Tester - Stack Overflow Questions
- automated-testing.info knowledge base
- Automation Testing
- Automation Testing Using CodedUi VSTS, QTP
- Automation Testing Utilities
- AUTUMNATOR
- BlazeMeter - JMeter Cloud
- cucumber
- Evil Tester
- FitNesse! - The fully integrated standalone wiki, and acceptance testing framework
- Jason Huggins - Selenium Creator
- Java Web Dev Tuorials
- Jmeter
- Learn QTP
- Mary Ann M-P's Blog - Selenium Blog
- Mogo Web Test Tool
- Nat on Testing
- No Automated Testing - Selenium
- Official Selenium Blog
- Open Source Testing Tool Comparison
- QTP Automation Learning
- Rajesh's Weblog
- Ruby on Rails 1
- Sahi
- Sauce Labs Selenium Tips
- Selenium Easy
- Selenium Grid FAQ
- Selenium Toolkit for .NET
- Selenium Tutorials
- Selenium Wiki
- SeleniumExamples
- SeleniumWorks
- Software Functional Test Automation
- Speaking Java
- SQA - stackexchange
- Sql and Siva Wordpress
- TaaS
- Testing geek
- Testing Mind Maps
- TestingGeek
- TestO'Matic
- The Automated Tester
- thoughts from the test eye
- Thoughtworks testing
- Tools QA
- Using Fit: An Open-Source Testing Framework
- Vazolla - Web Testing
- WatiN - Web Application Testing In .Net
- Web Application Testing in Ruby - Watir
Agile Testing
- Agile Testing with Lisa Crispin
- Best Agile Tools
- Brent Strange - QA Engineer with breadth and depth!
- Cartoon Tester
- Cloud Testing Blog
- Expert Testers - Run by MSFT
- Google University - Programming Languages
- Harry Robinson's Home Page
- James D. McCaffrey - Good Read .NET Based Test Automation
- Java Tutorials (Very Good - XML, I/O, Junit)
- Jeff Fry on Testing
- John Morrison's Blog - Test Architect Blog
- Katrina the Tester
- Linux - DB - Open Source
- MindMaps
- People in Testing
- PRACTICAL QA
- Quality Remarks
- Questing Next-Generation Test Automation
- Software Testing Club
- Spritecloud - QA Blog
- STEPHEN JANAWAY
- Test Obsessed
- Testing & QA Management blog
- Testing MindMaps
- Testing Security
- Testing Thoughts
- The Social Tester
- Trish Khoo's testing blog
Reverse Logistics Reads
- AMR Research
- Digital Asset Management
- Digital Supply Chain
- Green Logistics
- Inmar Reverse Logistics Blog
- Kinaxis Supply Chain Expert Community
- Logistics News
- Retail Info Systems
- Reverse Logistics Association
- Supply Chain and Technology
- Supply Chain Brain
- Supply Chain Digest
- Supply Chain Digitial News
- Supply Chain management blog
- Supply Chain Reaction
- Supply Chain Shaman
- Warranty Week
Biztalk Blogs
- Abdulazizfarooqi's Blog
- BIA - The BizTalk Intelligence Agency
- Biztalk - SSIS - SSAS
- BizTalk + WCF Article Series
- BizTalk Distilled - Sharing the defining moments
- Biztalk Study Materials
- Biztalkien - Leonid Ganeline - Microsoft BizTalk Server & WCF
- Learn BizTalk
- One Blog for Biztalk Engineers
- Saravana Kumar Digital Deposit
- SOA Thoughts, EAI Challenges
- Yossi Dahan [BizTalk]
MS BI Links
- BI Architecture and Design Guidelines - Codeplex
- BI Best Practices
- BI Monkey - James Beresford on Microsoft BI
- BI Scorecard Blog
- BI Thoughts and Theories
- Boyan Penev on Microsoft BI
- Chris Webb's BI Blog
- Data Inspirations
- Data Quality Pro
- Ella Maschiach's BI Blog
- ERWIN Blog
- Liliendahl on Data Quality
- Microsoft BI Blog
- Microsoft OLAP : Blogs on Microsoft SQL Server Analysis Services - By Aniruddha Thengadi
- Microsoft SQL Server Integration Services - blogspot
- Order from Chaos - SQL BI Blog
- SQL BI
- SQL Server – Blogs and More
- SSIS Community Tasks and Components
- SSIS Team Blog
- Todd McDermid's Blog
Process - Learnt it :)
Usability Guidelines - Building Better Sites
.NET Test Tools and Other Interesting Reads
- Attack and Defence Labs
- Automate Testing of Your Stored Procs
- Automate Your ASP.NET Web Services Testing
- Books on software testing with Visual Studio ALM 2010
- C# Tools
- Casaba Watcher: Web security testing tool and passive - CodePlex - .NET App
- Google Testing Blog
- ItiN – Infopath testing in .Net
- James Whittaker on Testing
- Mathew Aniyan's Blog - Program Manager for Coded UI Test.
- Microsoft Interview Questions
- Microsoft Tester Center
- MSDN Magazine Topics - Test / Debug
- Musings About Software Testing
- open application security community
- OWASP Testing Project
- Patterns & Practices Acceptance Test Engineering Guidance
- QA Developer
- Ramya Performance Blog
- Ruby - Watir - IE Automation
- SOA Testing
- Software Testing Discussion
- Software Testing Guide - Basics Blog
- Software Testing Space
- Test Automation Code Review Guidelines
- Testing .Net code with Cucumber and IronRuby
- Testing Mentor
- Testing SQL Stored Procedures Using LINQ
- The Automated Tester - Open Source
- Visual Studio Performance Testing Quick Reference Guide (Version 2.0) Published
- Visual Studio Team System Test Edition FAQ
- WPF App Quality Guide - V0.5
- WPF Application Quality Guide
- Yahoo best practices
- Your Software Has Bugs
- YUI Theater
Review Checklist
- .NET Cheat Sheets
- BizTalk: Naming convention for the BizTalk solutions
- Building Highly Scalable and Available Web Applications
- C# Coding Standard Guidelines
- C# Development Best Practice
- Checklist: Web Services Performance
- Code Review: .NET Application Performance
- Database Security Checklists on TechNet Wiki
- Encodo C# Handbook
- GhostDoc
- Good practices - database programming, unit testing
- Improving Web Application Security: Threats and Countermeasures
- JetBrains .NET Tools Blog
- Microsoft StyleCop
- My BizTalk Code Review Checklist
- OWASP Code Review Project
- Performance Testing Guidance for Web Applications
- Quick security references (QSR) on Cross-Site scripting and SQL injection
- ReviewPal
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- Future of Learning
- My top picklist from article on Palantir principles
- Thinking Questions
- Model Deployment Architecture
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- Vision Catalog Creation
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