<ol><li> 2017, founded</li><li>Data centric deep learning</li><li> </li><li> how businesses without giant data sets to draw on can still join in the AI revolution.</li><li>LandingLens to help manufacturers improve visual inspection with computer vision</li></ol>

Landing Ai

<ol><li>Google brain</li><li>deepmind</li><li>Baidu</li><li>Stanford</li><li>Landing AI</li></ol>

Andrew Ng And Landing Ai

= the wrong way  be customer-led or mission-led, almost never technology-led.

How do I build an AI-first business?” 

<ol><li> digital transformation so there’s some data. </li><li>Make AI work on hundred images?  </li><li> data is never clean and perfect. It’s a journey. </li><li>prioritize what data to collect.</li><li> smaller data sets == cleanly labeled and carefully curated.</li><li> noisy data has a huge impact on performance.</li><li> label the data consistently = very important</li><li> Let’s not mess with the code anymore.</li><li> improve the quality of the data</li><li> <10k data points == engineer can self supervise</li><li>ML ops is key = building and deploying AI systems</li></ol>

Thoughts on data centric ai 

<ol><li>How manufacturing ai is different from software consumer use cases</li><li>consumer software internet = billion users = big data.</li><li> manufacturing, = small + fragmented</li></ol>

Andrew Ng And Manufacturing Ai

So the challenge is, can you get an AI to work with a hundred images?  Challenge of smaller data set~ hundred examples noisy data

manufacturing visual inspection. 

personaldevelopment

Personal Development

leadershipandmanagement

Leadership & Management

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Solving linear optimization problems in python

LP Solvers In

<ul><li>quite user-friendly, </li><li> several prepackaged solvers, </li><li>by far the most stars on GitHub.</li><li>CBC, an open-source MIP solver OR SCIP </li><li>COMMON interfaces to use the same model with different solvers. </li><li>GLOP (Google Linear Optimization Package). FOSS + written in C++</li></ul>

Google Or-tools 

<ol><li>Google OR-Tools</li><li>SciPy, </li><li>beginner-friendly PuLP, </li><li>exhaustive Pyomo,</li><li>CBC </li><li>Scip</li><li>Gurobi</li><li>Cplex</li></ol>

List Of Tools 

Linear programming optimization in python for factory support chain use cases

Linear programming is a technique to optimize any problem with multiples variables and constraints. It is a simple tool every data scientist should master.

productivity

Productivity

problemsolving

Problem Solving

computerscience

Computer Science

artificialintelligence

Artificial Intelligence

scienceandnature

Science & Nature

Introduction to Linear Programming in Python

<ol><li>browsers: <a href="https://www.mozilla.org/en-US/firefox/new/">Firefox </a>and <a href="https://www.chromium.org/Home">Chromium </a>, </li><li><a href="https://wiki.gnome.org/Apps/Evince">Evince </a>(or Atril on the GNOME 2 fork, <a href="https://opensource.com/article/19/12/mate-linux-desktop">MATE </a>),</li><li> <a href="https://github.com/sumatrapdfreader/sumatrapdf">SumatraPDF </a></li><li>KDE's <a href="https://okular.kde.org/">Okular </a></li><li>All of these have the ability to complete PDF forms, view and make comments, search for text, select text, and so on.</li><li>For a generic, simple, and fast PDF reader, try <a href="https://www.xpdfreader.com/download.html">xpdf </a>.</li></ol>

Reading pdf 

<ol><li>, <a href="https://www.libreoffice.org/download/libreoffice-fresh/">LibreOffice </a> : export functionality</li><li><a href="https://www.scribus.net/">Scribus </a>, <a href="https://inkscape.org/en/">Inkscape </a>, and <a href="https://www.gimp.org/">GIMP </a>all support native PDF export, </li><li> <a href="https://www.cups.org/">CUPS </a>printing system does an excellent job of outputting documents as PDF</li><li> <a href="https://opensource.com/downloads/pandoc-cheat-sheet">Pandoc </a> : shell terminal </li><li> several other solutions, including <a href="https://opensource.com/article/17/9/docbook">Docbook </a>, <a href="https://opensource.com/article/18/11/building-custom-workflows-sphinx">Sphinx </a>, and <a href="https://opensource.com/article/17/6/introduction-latex">LaTeX </a>.</li></ol>

Creating PDFs

<ol><li><a href="https://www.libreoffice.org/discover/draw/">LibreOffice Draw </a>, giving you full access to the text and images.</li><li><a href="https://inkscape.org/en/">Inkscape </a>, If you don't have a font installed, Inkscape (through the <a href="https://poppler.freedesktop.org/">Poppler </a>renderer)</li><li><a href="http://pdfedit.cz/en/index.html">PDFedit </a>,</li><li><a href="https://gitlab.com/pdftk-java">pdftk-java </a>(PDF ToolKit) command useful. It can extract and inject bookmark metadata, rearrange and concatenate pages, combine many PDFs into one</li><li><a href="https://pdfsam.org/">PDFSam </a>has many similar functions, but includes a graphical interface.</li><li>GhostScript command, gs . : low-level tasks == swapping fonts; adjusting resolution of images; dropping images</li></ol>

Edit PDFs

Explore the open source alternatives to Adobe Acrobat for reading, creating, and editing PDF files.

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Introduction to Linear Programming in Python

Open source alternatives to Adobe Acrobat for PDFs

It's time to
Read like a Pro.

CURATED BY

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Introduction to Linear Programming in Python

Open source alternatives to Adobe Acrobat for PDFs

It's time to Read like a Pro.

CURATED BY

It's time to
Read like a Pro.