Reproducible Data Science with Machine Learning

Reproducible Data Science with Machine Learning

Reproducible Data Science with Machine Learning. Learn reproducible research with Rafal Lukawiecki; Modelling and exploration vs software development; Steps to a reproducible workflow; Demo: Workflow using RStudio and RMarkdown running locally; Demo: RMarkdown notebooks in an Azure ML Compute Instance

Being able to explain your own code a few months after you wrote it is hard. Imagine having to explain the decisions of some AI algorithm a few years after it run! However, it is relatively easy to set up your development workflow to make that possible, as long as you realize that the way we build ML and AI is fundamentally different from traditional software engineering. In a nutshell, it is all about: reproducible research, development and deployment. It is made possible by a clever use of modern notebook environments, including Azure ML Compute Instances, as opposed to the more traditional IDEs, like Visual Studio Code. Rafal Lukawiecki has been actively working in data science, machine learning, and data mining for well over a decade, and he has formally studied and used artificial intelligence long before it was popular, back in the '90s. Watch this episode to find out how he organizes his reproducible workflow.

Jump To: [02:30] Learn reproducible research with Rafal Lukawiecki [03:01] Modelling and exploration vs software development [09:28] Steps to a reproducible workflow [15:20] Demo: Workflow using RStudio and RMarkdown running locally [22:25] Demo: RMarkdown notebooks in an Azure ML Compute Instance

data-science machine-learning developer artificial-intelligence

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Hire Machine Learning Developers in India

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

Hire Machine Learning Developer | Hire ML Experts in India

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

Most popular Data Science and Machine Learning courses — July 2020

Most popular Data Science and Machine Learning courses — August 2020. This list was last updated in August 2020 — and will be updated regularly so as to keep it relevant

Artificial Intelligence vs Machine Learning vs Data Science

Artificial Intelligence, Machine Learning, and Data Science are amongst a few terms that have become extremely popular amongst professionals in almost all the fields.

AI(Artificial Intelligence): The Business Benefits of Machine Learning

Enroll now at CETPA, the best Institute in India for Artificial Intelligence Online Training Course and Certification for students & working professionals & avail 50% instant discount.