From 5678f41a9b08f87766c108652e49a01ced908963 Mon Sep 17 00:00:00 2001 From: Matthew Beatty Date: Tue, 30 Apr 2019 15:30:45 -0700 Subject: [PATCH] Adding myself sorry this was late --- images/speakers/matthew-beatty.jpg | Bin 0 -> 25914 bytes index.html | 10 +++++----- schedule.html | 20 +++++++++----------- 3 files changed, 14 insertions(+), 16 deletions(-) create mode 100644 images/speakers/matthew-beatty.jpg diff --git a/images/speakers/matthew-beatty.jpg b/images/speakers/matthew-beatty.jpg new file mode 100644 index 0000000000000000000000000000000000000000..fef3125a21bc7a8dd67405cbd8ddb79b3bfb7276 GIT binary patch literal 25914 zcmdSAbyQnj_wO4B5Q;-_feFaSMQ_D61d~Ktcilp@A<>UegN-3zI{B^dc?O$!ie>L&uC}Wo60gWg}LC-Qy ze@cCL>;d4TBO4+I0+Hwd$oNP=e5A*I0QJ*|P?7$%{p({-J0xTv3Mv{1{TT-4QwKQS z)6juHWE3DO>R(@j6!3H$fP#-oK+7$O_FTgpMCVG#6P#FxPA}EaOQbn{!N6( zn1qy!obd${GYcypzrZU&h>-Ma8Cf}b1w}1w9bG+r14BzIYa3fTdk1$9PcLsDU%$|> z@Q)FZQP8C1l+?8JjLfW};*!#`@`}o;#-?U?OKV$u$CtkTfkDL3@W{;U-2B4g((=mo z&hFm+!Qt1V?zG{_+b6+50cY z@ljA|xzPwDH9+RB&*^xA(Fvsz3mbZ$(er9v5LviQV-Pd&Z8Ki}<=VeI`+JUs{3Fl) zyJP>uuT_9F038htgocU^0)d`AL&v}(#KywJ#3Cbjj!Q^MPEAEg4hGXOa5B-*vD1UW z%&%D3xw!fG_^6p6qJlgkoVK$0q(b^?$$^r~eNaj`Eq zW@tDwK6?c8=VL9EZGT`Ab;TR^5$%)RLNJbv#gxk1a^%At1yq<5$X>`|{&4B4gUboO zOr-k#_VP`io|~_|i_RmUJ%ey1&K1Yp5bf+lHdK#Af#Az zITkZbsWMvw@;UnmL$Q8~rL^x+jZ>@0vAfgw2dZyd0lJX;Q7?aUW~V9S8hsUw&D+}noK$&jg!oQ#)xQKtD}nZ^sjFSp)HQWfSjLv`TL@{bspv22xa66og6bhv zKg_$DXf-iznc?zd(<^t%ULpbLhy0-L>*MV_&)d~B;+pmK_-bJ#K1PP`TY!P_)% zhnd|M0^1RX3-FUe3i{{5BG%KhA?n)^ZFC)*xbJ1#rs~jgVe6vvc)!|Cn3TgVr)&?qShGeLO8WR81s2}J46H!%hn8jvC<(q2>DcK%)qnsa!WdSd2aa z#pyb$d7+|!&p1aj+J@t^8^m%dE+w1eb%F$u!~|}|k%Tlw#({)R2Um3>LPQ~ms8J{{ zqos*Fkd6>d;kXQHY zfg^w~dkru;(t1Pe~`}_>-c%ZH!XI&Z|5xy z`wgFBThYnB-`x2YeRa;pJXH|*IdSb(8`7;`s=w-!V!rcl+4_UqYnf^t9t}| z5%+2c)0YIcL#hs5`@e8?YFzC&z4N_`s5Q3T82IR#$5zpLk#jv7h3A(DO*`+?d@V(X z3=+Xfai?|T&2H-SvBBrM^F2A&S~YPJ=F%?4!&cx-6jD}@6+A^{$a-Ilr4f9u;lZi< zX4bi@dh{cKd%f$=`E^O!IflEC+*6)_AfmLyfDB<)XLc^No2vBWky6H(#w|Q7In7lN)d&`NGO~%dD7kK*!z_?2au>ama8!{Dx zrVe>gPLl5R%Eh6jRXU&@7oS~^I$h-EfpykyLPPl;1|7awfKx~EVXDYrIH#iB$`0v% zV>4`)eJN1{Wd{5M13u3G^ANtSi@x87q%o;@V|Ym&O}t?n zxz*jxOu+obh=uwUWcWKJt966M+SQk6utP(c7nZYg+r3w{fSJf=LE(5HKiygGMGcRy z&5xVvEYE1sjm@sJX;*`8{4P(XxCw>eWw-_Cx|Z2P(-Nlu%j@<#EM0XvA_+fH5(s0H z6{UIih8MfF0IaJj_nO9?_})+`_Cj7i56y?_7H(ZQSeMV>B8>5Mt5N4o2d|zcUUl%? zy|ziVTQSw5Opw?Qwd^CkM?h1G8{nZ@k=aF3BuD!T?czr2lAVP>GG>0RB;Wot2amW5 zytN6^Ls${!r`3rz7I@kw*%K@E3nRAKCu#)7=28II)2PRviItWn@|Y(7K8|fk%rhPH z3uD>p&V`jD#s@)YtSiU=A{L_|AT)UjI?;Y{>Yl^n;=2ny&BD6nCrmU$MkO&H@%@bm zR}Ucq5Jk9e+sIBz9-WxhOtTD&vgVH0@bv4X*ZDapN6Ap}SALBrv?4Mq_@figr-x0F z+MPm=2KGemhM91(oQ(*D_*pGdRNGHWL*&#+3dG{O|{ps-LekgOqXe$_qfAcohS^VM^!7Nf?o~%F6w)Qf3`g52R#uZ@#z+! 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Speakers

-
+
- Jules S. Damji + Matt Beatty
diff --git a/schedule.html b/schedule.html index a46cb36..5d0b393 100644 --- a/schedule.html +++ b/schedule.html @@ -475,7 +475,7 @@

Tuesday 4/30

@@ -1142,17 +1142,17 @@
Tuesday, 4/30 @ 10:45am
-
+
- Jules S. Damji + Matt Beatty
-

Jules S. Damji

-

@2twitme, Databricks

+

Matt Beatty

+

@beatty_mg

@@ -1160,13 +1160,11 @@
Tuesday, 4/30 @ 10:45am
-

MLflow: Infrastructure for a Complete Machine Learning Life Cycle

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Tuesday, 4/30 @ 11:30am
-

ML development brings many new complexities beyond the traditional software development lifecycle. Unlike in traditional software development, ML developers want to try multiple algorithms, tools, and parameters to get the best results, and they need to track this information to reproduce work. In addition, developers need to use many distinct systems to productionize models. To address these problems, many companies are building custom “ML platforms” that automate this lifecycle, but even these platforms are limited to a few supported algorithms and to each company’s internal infrastructure.

+

Data Bias Lessons from Learning to Detect the Spread of Hate Speech Online

+
Tuesday, 4/30 @ 11:30am
+

Machine learning is one of the most important trends in tech today, but several applications cause concern, such as its potential impact on employment or its use for purposes that we might consider unethical. Another, and the topic of this talk, is the problem of machine bias. 'Machine Bias’ means that a machine learning model might find the wrong patterns, because if the sample training data isn’t representative, the output won’t be either. Meanwhile, the mechanics of ML might make this hard to spot. The most obvious and immediately concerning place that this issue can come up is in human diversity, and there are plenty of reasons why data about people might come with embedded biases.

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In this session, we introduce MLflow, a new open source project from Databricks that aims to design an open ML platform where organizations can use any ML library and development tool of their choice to reliably build and share ML applications. MLflow introduces simple abstractions to package reproducible projects, track results, and encapsulate models that can be used with many existing tools, accelerating the ML lifecycle for organizations of any size.

- -

With a short demo, you see a complete ML model life-cycle example, you will walk away with: MLflow concepts and abstractions for models, experiments, and projects How to get started with MLFlow Using tracking Python APIs during model training Using MLflow UI to visually compare and contrast experimental runs with different tuning parameters and evaluate metrics.

+

This talk will explore data bias issues in the speaker's research on detecting the spread of hate speech online. You will learn about a topical application of machine learning techniques to classify different types of hand-labeled content online and will learn how to recognize and handle issues with biased data affecting your model's results.