The Past, Present, and Future of Automated Machine Learning | SciPy 2018 | Randal Olson

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Enthought

Enthought

Күн бұрын

Automated Machine Learning (AutoML) has been described as a "quiet revolution in AI" that is poised to dramatically change the data science landscape by using AI to automate many of the time-consuming aspects of applying Machine Learning to real-world problems. Academic researchers, startups, and tech giants alike have begun developing AutoML methods and tools ranging from simple open source prototypes to industry-scale software products. Yet beyond all the hype and vague tech jargon, many are left wondering: What is AutoML, really? In this talk, I will draw from my AutoML research experience to discuss the benefits of AutoML and highlight some promising future directions of the field, including Python packages and other existing tools that offer AutoML solutions.
See the full SciPy 2018 playlist at • SciPy 2018: Scientific...

Пікірлер: 16
@FredroStarr12
@FredroStarr12 4 жыл бұрын
26:29 thank you for asking that! This guy saved the ending!
@djaberberrian
@djaberberrian 6 жыл бұрын
Awesome talk ! . AutoML very interesting and promising.
@darnellbaird206
@darnellbaird206 4 жыл бұрын
25:01. wtf was that?
@CariagaXIII
@CariagaXIII 3 жыл бұрын
yes when AI singularity comes it won't give bias opinion about sexes
@paulstevenconyngham7880
@paulstevenconyngham7880 5 жыл бұрын
prediction: this will be one of those videos that has 100K views in 2 years time. Thanks for sharing Randal!
@cbernier3
@cbernier3 5 жыл бұрын
Is that supposed to be a lot though? There are videos, entertainment ones, that can reach 100k in under 2 hours. Does sound like a lot for tech presentation though.
@kaiwang2924
@kaiwang2924 5 жыл бұрын
What a great show.
@md.abdullahal-alamin8059
@md.abdullahal-alamin8059 3 жыл бұрын
Great presentation. Love it :)
@mnwqm11297
@mnwqm11297 3 жыл бұрын
26:29 thank you, good man. i love you
@machinelearning4376
@machinelearning4376 5 жыл бұрын
*AutoML leads to ~5% accuracy improvement*
@quant-trader-010
@quant-trader-010 2 жыл бұрын
I'd be really curious to see how neuro network would stand on slide 8:00
@jonsabes6784
@jonsabes6784 6 жыл бұрын
#loveAutoML
@zhaobryan4441
@zhaobryan4441 Жыл бұрын
could you please share the slides?
@headrobotics
@headrobotics 4 жыл бұрын
At the end: "we'd love to take a question from a woman first"???
@FredroStarr12
@FredroStarr12 4 жыл бұрын
Wow quite unnecessary of that
@maggincracking8174
@maggincracking8174 3 жыл бұрын
Where f that come from.... Is a question from a man no longer ok?
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