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BEGIN:VEVENT
DTSTART:20211213T194500Z
DTEND:20211213T211500Z
DTSTAMP:20211213T000000Z
SUMMARY:Introduction to Machine Learning
DESCRIPTION:What & Who: A series of three one-hour workshops that
introduces the main concepts and techniques of machine learning\,
including: defining a machine learning problem\; choosing data features
and an appropriate algorithm\; and the challenges of overfitting and
underfitting. Algorithms will include linear regression\, logistic
regression\, k-nearest neighbors\, and neural networks and deep learning.
We will use Scikit-Learn for the introductory portions (days 1 and 2)\,
Keras for neural nets and deep learning (day 3).\n\nParticipants will need
a personal Google account (not their Caltech Google account). We will be
using Google's Colaboratory environment for the workshops. For an
introduction to Colab see:
https://colab.research.google.com/notebooks/intro.ipynb\n\nThe workshops
will assume familiarity with the following:\n\n\n Basic Python script
structure and commands\n Using a Jupyter Notebook\n Introductory knowledge
of the NumPy\, pandas\, and matplotlib Python libraries\n\n\nA quick review
of these topics will be provided at 11:45am\, before the first
workshop.\n\nWhen: Monday–Wednesday\, December 13–15\, 2021.\n\nWhere:
Online via Zoom\n\nInstructors: Stephen Davison (days 1-2)\, Charles Guan
(day 3)\n\nSchedule:\n11:45am-12:00pm: Setup\, discussion\, troubleshooting
(as needed\, optional)\n12:00pm-1:15pm: Instruction (approximately 15 mins
at end for optional review\, discussion\, troubleshooting)\n\nRegistration:
This event is open to all members of the Caltech community. Please register
with your Caltech or JPL email. Since spaces are limited and we expect the
workshop to be oversubscribed\, please only register if you are sure that
you can attend.\n\nFor more information: If you have any questions about
the workshop please contact the Library (library@caltech.edu).
ORGANIZER;CN="Stephen Davison":MAILTO:sdavison@caltech.edu
CATEGORIES:Classes
CONTACT;CN="Stephen Davison":MAILTO:sdavison@caltech.edu
STATUS:CONFIRMED
UID:LibCal-8388201
URL:https://libcal.caltech.edu/event/8388201
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BEGIN:VEVENT
DTSTART:20211214T194500Z
DTEND:20211214T211500Z
DTSTAMP:20211214T000000Z
SUMMARY:Introduction to Machine Learning
DESCRIPTION:What & Who: A series of three one-hour workshops that
introduces the main concepts and techniques of machine learning\,
including: defining a machine learning problem\; choosing data features
and an appropriate algorithm\; and the challenges of overfitting and
underfitting. Algorithms will include linear regression\, logistic
regression\, k-nearest neighbors\, and neural networks and deep learning.
We will use Scikit-Learn for the introductory portions (days 1 and 2)\,
Keras for neural nets and deep learning (day 3).\n\nParticipants will need
a personal Google account (not their Caltech Google account). We will be
using Google's Colaboratory environment for the workshops. For an
introduction to Colab see:
https://colab.research.google.com/notebooks/intro.ipynb\n\nThe workshops
will assume familiarity with the following:\n\n\n Basic Python script
structure and commands\n Using a Jupyter Notebook\n Introductory knowledge
of the NumPy\, pandas\, and matplotlib Python libraries\n\n\nA quick review
of these topics will be provided at 11:45am\, before the first
workshop.\n\nWhen: Monday–Wednesday\, December 13–15\, 2021.\n\nWhere:
Online via Zoom\n\nInstructors: Stephen Davison (days 1-2)\, Charles Guan
(day 3)\n\nSchedule:\n11:45am-12:00pm: Setup\, discussion\, troubleshooting
(as needed\, optional)\n12:00pm-1:15pm: Instruction (approximately 15 mins
at end for optional review\, discussion\, troubleshooting)\n\nRegistration:
This event is open to all members of the Caltech community. Please register
with your Caltech or JPL email. Since spaces are limited and we expect the
workshop to be oversubscribed\, please only register if you are sure that
you can attend.\n\nFor more information: If you have any questions about
the workshop please contact the Library (library@caltech.edu).
ORGANIZER;CN="Stephen Davison":MAILTO:sdavison@caltech.edu
CATEGORIES:Classes
CONTACT;CN="Stephen Davison":MAILTO:sdavison@caltech.edu
STATUS:CONFIRMED
UID:LibCal-8388202
URL:https://libcal.caltech.edu/event/8388202
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TRIGGER:-PT15M
ACTION:DISPLAY
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END:VALARM
END:VEVENT
BEGIN:VEVENT
DTSTART:20211215T194500Z
DTEND:20211215T211500Z
DTSTAMP:20211215T000000Z
SUMMARY:Introduction to Machine Learning
DESCRIPTION:What & Who: A series of three one-hour workshops that
introduces the main concepts and techniques of machine learning\,
including: defining a machine learning problem\; choosing data features
and an appropriate algorithm\; and the challenges of overfitting and
underfitting. Algorithms will include linear regression\, logistic
regression\, k-nearest neighbors\, and neural networks and deep learning.
We will use Scikit-Learn for the introductory portions (days 1 and 2)\,
Keras for neural nets and deep learning (day 3).\n\nParticipants will need
a personal Google account (not their Caltech Google account). We will be
using Google's Colaboratory environment for the workshops. For an
introduction to Colab see:
https://colab.research.google.com/notebooks/intro.ipynb\n\nThe workshops
will assume familiarity with the following:\n\n\n Basic Python script
structure and commands\n Using a Jupyter Notebook\n Introductory knowledge
of the NumPy\, pandas\, and matplotlib Python libraries\n\n\nA quick review
of these topics will be provided at 11:45am\, before the first
workshop.\n\nWhen: Monday–Wednesday\, December 13–15\, 2021.\n\nWhere:
Online via Zoom\n\nInstructors: Stephen Davison (days 1-2)\, Charles Guan
(day 3)\n\nSchedule:\n11:45am-12:00pm: Setup\, discussion\, troubleshooting
(as needed\, optional)\n12:00pm-1:15pm: Instruction (approximately 15 mins
at end for optional review\, discussion\, troubleshooting)\n\nRegistration:
This event is open to all members of the Caltech community. Please register
with your Caltech or JPL email. Since spaces are limited and we expect the
workshop to be oversubscribed\, please only register if you are sure that
you can attend.\n\nFor more information: If you have any questions about
the workshop please contact the Library (library@caltech.edu).
ORGANIZER;CN="Stephen Davison":MAILTO:sdavison@caltech.edu
CATEGORIES:Classes
CONTACT;CN="Stephen Davison":MAILTO:sdavison@caltech.edu
STATUS:CONFIRMED
UID:LibCal-8388203
URL:https://libcal.caltech.edu/event/8388203
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