BEGIN:VCALENDAR VERSION:2.0 PRODID:-//OpenACalendar//NONSGML OpenACalendar//EN X-WR-CALNAME:Scotland Data Science & Technology MeetUp: Scale-up your model s development with MLflow - Open Tech Calendar BEGIN:VEVENT UID:11527@otc.opentechcalendar.co.uk URL:https://opentechcalendar.co.uk/event/11527-scale-up-your-models-develop ment-with-mlflow SUMMARY:Scotland Data Science & Technology MeetUp: Scale-up your models dev elopment with MLflow DESCRIPTION:Scale-up your models development with MLflow\n\nExperimenting w ith a model or comparing a model's performance with other solutions is oft en a tricky task. Problems can include absence of an intuitive graphical i nterface and lack of an SDK that allows this work to be done neatly.\n\nML flow is a perfect solution. MLflow is an open-source project that covers a ll the aspects of an ML workflow\, from model exploration to production an d retirement. Easily integrated into any ML library\, it can be run on the cloud and it allows an easy cross-team collaboration. For these reasons\, MLflow has been widely used across industries\, from Booking.com to Micro soft and Facebook.\n\nIn this talk\, Stefano Bosisio will explore MLflow T racking. Tracking allows data scientists to have an intuitive graphical in terface to understand and immediately visualise their models' experiments performance and metrics. We will go through a Python SDK implementation of MLflow\, to show not only how MLflow is easy to be integrated with custom -based products but also to give data scientists an easy interface to imme diately experiment with their models.\n\nStefano Bosisio is a Machine Lear ning Engineer at Trustpilot in Edinburgh - https://www.linkedin.com/in/ste fano-bosisio1\n\nAt Trustpilot\, he looks for new solutions to help data s cientists better scale up their models and land easily in production.\n\nB efore joining Trustpilot\, Stefano worked for Sainsbury's Bank. His role i nvolved bringing the bank to a more data-centric position\, by creating ne w models for financial products and paving the road for a new ML infrastru cture for model development and deployment.\n\nStefano holds a PhD in Chem istry from the University of Edinburgh. When he's not working\, Stefano en joys playing the piano\, painting\, crocheting (lockdown skills)\, as well as travelling and getting better and better at baking.\n\nYou can read St efano's write up on the topic below.\n\nScale-up your models development w ith MLflow | by Stefano Bosisio | Nov\, 2021 | Towards Data Science\n\nhtt ps://towardsdatascience.com/scale-up-your-models-development-with-mlflow-4 b78a5f22cb7\nhttps://opentechcalendar.co.uk/event/11527-scale-up-your-mode ls-development-with-mlflow\nPowered by Open Tech Calendar X-ALT-DESC;FMTTYPE=text/html:
Scale-up your models developmen
t with MLflow
Experimenting with a model or comparing a model's per
formance with other solutions is often a tricky task. Problems can include
absence of an intuitive graphical interface and lack of an SDK that allow
s this work to be done neatly.
MLflow is a perfect solution. MLflow
is an open-source project that covers all the aspects of an ML workflow\,
from model exploration to production and retirement. Easily integrated in
to any ML library\, it can be run on the cloud and it allows an easy cross
-team collaboration. For these reasons\, MLflow has been widely used acros
s industries\, from Booking.com to Microsoft and Facebook.
In this
talk\, Stefano Bosisio will explore MLflow Tracking. Tracking allows data
scientists to have an intuitive graphical interface to understand and imme
diately visualise their models' experiments performance and metrics. We wi
ll go through a Python SDK implementation of MLflow\, to show not only how
MLflow is easy to be integrated with custom-based products but also to gi
ve data scientists an easy interface to immediately experiment with their
models.
Stefano Bosisio is a Machine Learning Engineer at Trustpilo
t in Edinburgh - https://www.linkedin.com/in/stefano-bosisio1
At Tr
ustpilot\, he looks for new solutions to help data scientists better scale
up their models and land easily in production.
Before joining Trus
tpilot\, Stefano worked for Sainsbury's Bank. His role involved bringing t
he bank to a more data-centric position\, by creating new models for finan
cial products and paving the road for a new ML infrastructure for model de
velopment and deployment.
Stefano holds a PhD in Chemistry from the
University of Edinburgh. When he&rsquo\;s not working\, Stefano enjoys pl
aying the piano\, painting\, crocheting (lockdown skills)\, as well as tra
velling and getting better and better at baking.
You can read Stefa
no&rsquo\;s write up on the topic below.
Scale-up your models devel
opment with MLflow | by Stefano Bosisio | Nov\, 2021 | Towards Data Scienc
e
https://towardsdatascience.com/scale-up-your-models-development-w
ith-mlflow-4b78a5f22cb7
More info: https://o pentechcalendar.co.uk/event/11527-scale-up-your-models-development-with-ml flow
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DTSTART:20211208T180000Z DTEND:20211208T193000Z SEQUENCE:0 DTSTAMP:20211117T182828Z END:VEVENT END:VCALENDAR