URL: /projects/awsfordatascientists.html
PATH: _projects/awsfordatascientists.md
AWS for Data Scientists
Introduction to Amazon Web Services from a data science perspective. Participants learn how to use some of the services specific to data science, machine learning, and artificial intelligence.
The workshop comprises four segments
Introduction to AWS core services for compute, data storage, and access management.
Hands-on exercise with Amazon Elastic Map Reduce (EMR) for parallel and scalable processing with Apache Spark.
Hands-on exercise with Amazon SageMaker, a suite of tools to build, train, and deploy machine learning models.
Demonstration of pre-trained AWS AI services for text, image, and video analysis.
Preperation
Create an AWS account (if you don’t have one already)
Install the AWS command line tool on your computer (you should also have Python installed)
Instructions for Windows https://docs.aws.amazon.com/cli/latest/userguide/install-windows.html
Instructions for macOS https://docs.aws.amazon.com/cli/latest/userguide/install-macos.html
URL: /projects/data-science-best-practices.html
PATH: _projects/data-science-best-practices.md
Data Science Best Practices
Learn about best practices on coding and data management
Outline
Python coding practices for re-producible code using notebooks and define functions
Source code management and versioning
Code documentation and testing
Programming paradigms for processing tabular data
Data management
URL: /projects/explorator.html
PATH: _projects/explorator.md
Explorator
The Explorator is a tool to navigate, search, and annotate schemas of structured tables
An Explorator is an Adeptus Mechanicus Tech-priest who is dedicated to the exploration and exploitation of new schemas and new tables of the oragnization’s databases.
They act as part adventurer, part warrior and part emissary of the Machine Cult of SQL. Their function is to travel into the depths of the unknown and unearth the data of the past in order to acquire knowledge and secrets for the glory of all analysts and the benefit of the Company.
Something of a breed apart in the Adeptus Mechanicus for their independence, penchant for innovation and personal initiative, they are seen as a necessary evil by some of their fellows and vital agents of the Machine God by others.
Explorators undertake their Quest for Knowledge across the tables, seeking out undiscovered data and unrecorded phenomena, forgotten insights, and unknown patterns.
URL: /projects/personal-web-presence.html
PATH: _projects/personal-web-presence.md
Personal Web Presence
The code repository for the Molnar.AI web-site. It’s built with Jekyll
hosted on GitHub Pages. Read my blog post about Create your personal web presence.