- docs.healthcare.ai (mostly just hosted notebooks)
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Home Page: http://healthcare.ai
Content for healthcare.ai, old posts, some hosted notebooks
Home Page: http://healthcare.ai
o ML is good, beginning to surface in healthcare research
o Big barrier to implementation is model creation in a production environment
o Healthcare ai written to address this, provide consistent model performance
A well-tested CSS minifier
Library home page: https://registry.npmjs.org/clean-css/-/clean-css-3.4.28.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/clean-css/package.json
Dependency Hierarchy:
Version of clean-css prior to 4.1.11 are vulnerable to Regular Expression Denial of Service (ReDoS). Untrusted input may cause catastrophic backtracking while matching regular expressions. This can cause the application to be unresponsive leading to Denial of Service.
Publish Date: 2019-02-21
URL: WS-2019-0017
Type: Upgrade version
Origin: https://www.npmjs.com/advisories/785
Release Date: 2019-02-21
Fix Resolution: v4.1.11
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The semantic version parser used by npm.
Library home page: http://registry.npmjs.org/semver/-/semver-1.0.14.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/grunt-lib-phantomjs/node_modules/semver/package.json
Dependency Hierarchy:
Semver is vulnerable to regular expression denial of service (ReDoS) when extremely long version strings are parsed.
Publish Date: 2015-04-04
URL: WS-2015-0018
Type: Upgrade version
Origin: https://nodesecurity.io/advisories/31
Release Date: 2015-04-04
Fix Resolution: Update to a version 4.3.2 or greater
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It would be useful to lay out all of the assumptions we're making in one place.
Some examples of assumptions to include might be
o ML needs to make an impact in production healthcare
o Tools are one off, hcai changes that
o Models deployed all over continent using these tools, improving outcomes
Simplified HTTP request client.
Library home page: http://registry.npmjs.org/request/-/request-2.67.0.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/phantomjs/node_modules/request/package.json
Dependency Hierarchy:
Request is an http client. If a request is made using multipart
, and the body type is a number
, then the specified number of non-zero memory is passed in the body. This affects Request >=2.2.6 <2.47.0 || >2.51.0 <=2.67.0.
Publish Date: 2018-06-04
URL: CVE-2017-16026
Base Score Metrics:
Type: Upgrade version
Origin: https://nvd.nist.gov/vuln/detail/CVE-2017-16026
Release Date: 2018-06-04
Fix Resolution: 2.47.1,2.67.1
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o New tools introduced democratize machine learning
o Bridge the gap to production environments
o Pragmatic tools and outcomes based SWE decisions
o Rolled out to improve outcomes or save money in over 10 different hospitals
Success stories we want to highlight:
Paragraphs:
questions:
figures:
The modern build of lodash modular utilities.
Library home page: http://registry.npmjs.org/lodash/-/lodash-3.10.1.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/jsdoctypeparser/node_modules/lodash/package.json
Dependency Hierarchy:
A utility library delivering consistency, customization, performance, & extras.
Library home page: http://registry.npmjs.org/lodash/-/lodash-2.4.2.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/fg-lodash/node_modules/lodash/package.json
Dependency Hierarchy:
Lodash modular utilities.
Library home page: http://registry.npmjs.org/lodash/-/lodash-4.6.1.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/grunt-jscs/node_modules/lodash/package.json
Dependency Hierarchy:
lodash node module before 4.17.5 suffers from a Modification of Assumed-Immutable Data (MAID) vulnerability via defaultsDeep, merge, and mergeWith functions, which allows a malicious user to modify the prototype of "Object" via proto, causing the addition or modification of an existing property that will exist on all objects.
Publish Date: 2018-06-07
URL: CVE-2018-3721
Base Score Metrics:
Type: Upgrade version
Origin: https://nvd.nist.gov/vuln/detail/CVE-2018-3721
Release Date: 2018-06-07
Fix Resolution: 4.17.5
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o ML is huge in tech, going to make a splash in healthcare. Need for hc tool.
o Software tool intro
o Software tool basic feature overview and review of other tools that compete
writable stream that concatenates strings or binary data and calls a callback with the result
Library home page: http://registry.npmjs.org/concat-stream/-/concat-stream-1.5.0.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/extract-zip/node_modules/concat-stream/package.json
Dependency Hierarchy:
Versions of concat-stream before 1.5.2 are vulnerable to memory exposure if userp provided input is passed into write()
Versions <1.3.0 are not affected due to not using unguarded Buffer constructor.
Publish Date: 2018-04-25
URL: WS-2018-0075
Type: Upgrade version
Origin: https://nodesecurity.io/advisories/597
Release Date: 2018-01-27
Fix Resolution: 1.5.2
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Zotero. Style guides can be found on the ICML submissions page.
o Automation in imputation, dropping, and feature selection
o Models included: RF, LMM, Lasso. Background and workings of each
o Interpretability: feature importance, row wise guidance
o Ease of deployment in a production environment
a glob matcher in javascript
Library home page: http://registry.npmjs.org/minimatch/-/minimatch-0.2.12.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/csscomb-core/node_modules/minimatch/package.json
Dependency Hierarchy:
a glob matcher in javascript
Library home page: http://registry.npmjs.org/minimatch/-/minimatch-0.2.14.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/vow-fs/node_modules/minimatch/package.json
Dependency Hierarchy:
Minimatch is a minimal matching utility that works by converting glob expressions into JavaScript RegExp
objects. The primary function, minimatch(path, pattern)
in Minimatch 3.0.1 and earlier is vulnerable to ReDoS in the pattern
parameter.
Publish Date: 2018-05-31
URL: CVE-2016-10540
Base Score Metrics:
Type: Upgrade version
Origin: https://nodesecurity.io/advisories/118
Release Date: 2016-06-20
Fix Resolution: Update to version 3.0.2 or later.
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The modern build of lodash modular utilities.
Library home page: http://registry.npmjs.org/lodash/-/lodash-3.10.1.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/jsdoctypeparser/node_modules/lodash/package.json
Dependency Hierarchy:
A utility library delivering consistency, customization, performance, & extras.
Library home page: http://registry.npmjs.org/lodash/-/lodash-2.4.2.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/fg-lodash/node_modules/lodash/package.json
Dependency Hierarchy:
Lodash modular utilities.
Library home page: http://registry.npmjs.org/lodash/-/lodash-4.6.1.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/grunt-jscs/node_modules/lodash/package.json
Dependency Hierarchy:
In the node_module "lodash" before version 4.17.11 the functions merge, mergeWith, and defaultsDeep can be tricked into adding or modifying properties of the Object prototype. These properties will be present on all objects.
Publish Date: 2018-11-25
URL: WS-2018-0210
Type: Change files
Origin: lodash/lodash@90e6199
Release Date: 2018-08-31
Fix Resolution: Replace or update the following files: lodash.js, test.js
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General purpose crypto utilities
Library home page: http://registry.npmjs.org/cryptiles/-/cryptiles-2.0.5.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/cryptiles/package.json
Dependency Hierarchy:
Eran Hammer cryptiles version 4.1.1 earlier contains a CWE-331: Insufficient Entropy vulnerability in randomDigits() method that can result in An attacker is more likely to be able to brute force something that was supposed to be random.. This attack appear to be exploitable via Depends upon the calling application.. This vulnerability appears to have been fixed in 4.1.2.
Publish Date: 2018-07-09
URL: CVE-2018-1000620
Base Score Metrics:
Type: Upgrade version
Origin: https://nvd.nist.gov/vuln/detail/CVE-2018-1000620
Release Date: 2019-04-08
Fix Resolution: 4.1.2
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The modern build of lodash modular utilities.
Library home page: http://registry.npmjs.org/lodash/-/lodash-3.10.1.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/jsdoctypeparser/node_modules/lodash/package.json
Dependency Hierarchy:
A utility library delivering consistency, customization, performance, & extras.
Library home page: http://registry.npmjs.org/lodash/-/lodash-2.4.2.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/fg-lodash/node_modules/lodash/package.json
Dependency Hierarchy:
A prototype pollution vulnerability was found in lodash <4.17.11 where the functions merge, mergeWith, and defaultsDeep can be tricked into adding or modifying properties of Object.prototype.
Publish Date: 2019-02-01
URL: CVE-2018-16487
Base Score Metrics:
Type: Upgrade version
Origin: https://bugzilla.redhat.com/show_bug.cgi?id=CVE-2018-16487
Release Date: 2019-02-01
Fix Resolution: 4.17.11
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A drop-in replacement for `util` with some additional advantageous functions
Library home page: https://registry.npmjs.org/utile/-/utile-0.2.1.tgz
Path to dependency file: /documentation/jekyll/public/bootstrap-3.3.7/package.json
Path to vulnerable library: /tmp/git/documentation/jekyll/public/bootstrap-3.3.7/node_modules/utile/package.json
Dependency Hierarchy:
utile
allocates uninitialized Buffers when number is passed in input.
Before version 0.3.0
Publish Date: 2018-07-16
URL: WS-2018-0148
Type: Upgrade version
Origin: https://hackerone.com/reports/321701
Release Date: 2018-01-16
Fix Resolution: 0.3.0
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@levithatcher commented on Fri Feb 24 2017
Py repo has its own notebook
R notebooks live in the docs repo
Should we
Be sure to catch all links from the online docs and README.md files
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JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
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