Adding a Programming Language Adding a Language Francois Ouellet , - - PowerPoint PPT Presentation

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adding a programming language
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Adding a Programming Language Adding a Language Francois Ouellet , - - PowerPoint PPT Presentation

Jun 23, 2023 369 likes •824 views

Adding a Programming Language Adding a Language Francois Ouellet , Director of Development Practice, Manulife George Williams , Director of Data Science and Chief Evangelist, GSI Technology Adding a Language Webinar recording and

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Adding a Programming Language

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  • Francois Ouellet, Director of Development Practice,

Manulife

  • George Williams, Director of Data Science and Chief

Evangelist, GSI Technology

Adding a Language

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  • Webinar recording and slides will be available shortly
  • Share questions with panelists using the Question panel
  • Q&A session following presentations

Adding a Language

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Track-record: Polyglot: Runtime Focus:

Adding a Language

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Adding a Programming Language

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Software Development Challenges

Adding a Language

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What’s so Difficult?

  • Education
  • Tooling
  • Workflow/Processes

Adding a Language

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Education Resources

  • Paid Classes
  • Free Resources
  • Adding a Language
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Tooling

Gains

  • Adding a Language

Pains

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Workflow/ Processes

  • Builds

○

  • Quality

○ Adding a Language

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Language Distributions

  • Community

○

  • Commercial

○

  • Do-It-Yourself

○ Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding a Language

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Adding A Language

George Williams

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Who Am I?

Director, GSI Technology

Previously, Chief Data Scientist Senior Data Scientist AI Research Scientist Software Engineer

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“AI” Frameworks’ Explosion

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Data Science “Tools”

Kaggle, 2017

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Recommended Languages

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Hiring Data Science “Ninjas”

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Statistical Analysis

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Statistical Analysis

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Packages

  • pandas
  • scikit-learn
  • seaborn
  • tensorflow
  • pytorch
  • matplotlib
  • ggplot
  • dplr
  • shiny
  • tidyr
  • quantmod
  • caret
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Package Management

  • pip/virtualenv
  • pypi
  • (ana)conda
  • pyenv
  • builtin
  • CRAN
  • (ana)conda
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Integrated Development Environment

Jupyter Lab R Studio

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Analytics Back-End Integration

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Netflix Notebook Infrastructure

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Productionalization

Experiments Production

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{Data Science, ML,AI} - As - A - Service

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Uber’s PyML

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Uber’s PyML

Train An ML Model: Dockerize: Deploy:

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R Server

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Who’s Better ?

VS

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Adding A Language

It’s not just about the language. Consider the broader ecosystem. The IDE is just as important as the language Does it fit within a platform / pipeline ?

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Q & A

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Making Machine Learning Accessible

Adding a Language

  • Francois Ouellet, Director of Development Practice,

Manulife

  • George Williams, Director of Data Science and Chief

Evangelist, GSI Technology

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  • Watch a demo:

https://www.youtube.com/watch?v=c5AIxN9ehrI

  • Get a demo marketing@activestate.com
  • Contact us for the language build you need:

platform@activestate.com

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Tel: 1.866.631.4581 Website: www.activestate.com Twitter: @activestate Facebook: /activestatesoftware

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