Many thanks to this article. Segmentation worked fine on cars / humans. If we could retrain this for larger image would be great
colab notebook link
Sample output
Dataset prep script - Link1
August 05, 2022
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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)
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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.
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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)
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- Machinelearningmastery
- Analytics Vidya Blog
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- R Cheat Sheet
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- Shivon Zilis - Machine Intelligence
- The Chemical Statistician
- VARIANCE EXPLAINED
- You CanAnalytics
Cloud, Datacentre, BigData and NOSQL Blogs
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- All Things Hadoop
- Aster Data Blog - SQL MapReduce
- Business Innovations
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- 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
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- 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
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- Brent Ozar PLF
- Carpe Datum
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- 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
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- Roji SQL Dude Blog
- Ronald Bradford - Enterprise Data Architect
- Rusanu's Service Broker Blog
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- SQL 2008 Features Demo Notes
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- SQL Server DBA from the field
- SQL Server Integration Services
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- SQL Server Websites
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- SQL Studies
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- SQL Whitepapers
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- 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
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- Crazy Programming Interviews
- Daily One Algorithm
- Dan Dreams of Coding
- Effective Programming
- eXclusiveminds - Algorithme
- Free Vidoe Lectures (IIT classes)
- Freshers Interviews
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- 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
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- udacity - Free Online University Classes
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- 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
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- mysql performance blog
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- Testing Web applications
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Management + Leadership Blogs
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- 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
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- The Art of People Management
- The Colorful and Gray World of Engineering Management
- Tom peters
Research Papers & Podcasts
My Wordpress
Interesting Reads
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- Corporate Programmer
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- 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
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- C Sharp Tools
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- Cal Zant's Blog
- Cloud 9 Show - Cloud Computing From Janikiraman MSV
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- 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
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- Security presentations
- Sherpalo
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- The .NET Endpoint
- thehackerslibrary
- Tutorial: Common Design Patterns in C# 4.0
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Java, Selenium, QTP and Test Tools Learning
- .NET Test Automation Series Articles - Very Good
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- automated-testing.info knowledge base
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- Automation Testing Utilities
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- BlazeMeter - JMeter Cloud
- cucumber
- Evil Tester
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- Jason Huggins - Selenium Creator
- Java Web Dev Tuorials
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- Learn QTP
- Mary Ann M-P's Blog - Selenium Blog
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- Nat on Testing
- No Automated Testing - Selenium
- Official Selenium Blog
- Open Source Testing Tool Comparison
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- 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
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- 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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