Automated Machine Learning (Available tools and platforms (general…
Automated Machine Learning
While coding is important you also need to know how to explain your coding
remember the machine learning life cycle
not a linear process,
autoML is any machine learning system that automates the repetitive tasks required for ML tasks
AutoML out performs everyone
deals with complex tasks
ML is learned best without distractions
What is AutoML ?
"off the self methods that can be used easily in the field without machine learning knowledge.
AirBnB is a user of AutoML
impact productivity by
AutoML makes data scientists better than they already are!
AutoML is NOT...
it won't take away anyone's job
easy to keep up with in terms of schooling
Exploratory data analysis
they have seen an increase in productivity
Available tools and platforms
context specific tools
implemented within another system for a different purpose
brings awareness to customer's thoughts
tools developed by and for computer scientists with program language knowledge
not good for visualization or decision making in the end
need lots of ML and programming knowledge
provided by a commercial vendor for a cost
some require coding and some don't
8 Criteria for AutoML Excellence
Ease of use
Understanding & Learning
Generalizable across contexts
1 more item...
target all types of data
1 more item...
need to know what the system is doing
without transparency learning is limited
be compatible with existing systems
correlated with ease of use
improve on understanding of the problem
visualize data and interactions
easy to use for analysts
understandable from an outside perspective
hunt for accuracy improvements all the time
handle all algorithm needs