Quantum Careers - Part 2: Learning about Quantum Computing in Healthcare (meetup, ref links)

From : https://www.meetup.com/technical-group-hosted-by-ibm/events/296566612

Here are links to the resources that Aarushi and Wiktor discussed during the session, which will allow you to explore this content at your own pace. For those who were unable to attend, these links will provide you with some of what you missed and more! - https://www.mckinsey.com/industries/pharmaceuticals-and-medical-products/our-insights/real-world-evidence-from-activity-to-impact-in-healthcare-decision-making - https://www.scientificamerican.com/article/genetics-start-up-wants-to-sequence-peoples-genomes-for-free/ - https://phys.org/news/2018-10-people-dna-sequenced-theyve-privacy.html - https://www.sciencemag.org/news/2018/10/we-will-find-you-dna-search-used-nab-golden-state-killer-can-home-about-60-white - https://media.nature.com/original/magazine-assets/d41586-019-02873-1/d41586-019-02873-1.pdf - https://scienceblog.cancerresearchuk.org/2014/09/22/saving-lives-and-averting-costs-the-case-for-earlier-diagnosis-just-got-stronger/ - https://www.ohe.org/system/files/private/publications/401%20-%20Trajectory_dementia_UK_2014.pdf - https://www.nature.com/articles/s41592-021-01199-z - https://link.springer.com/article/10.1007%2Fs42484-020-00017-7 - https://www.t-systems.com/en/best-practice/03-2018/focus/digital-twin/healthcare-840446 - https://www.who.int/cancer/prevention/en/ - http://lexisnexis.com/risk/downloads/idm/bending-the-cost-curve-analytic-driven-enterprise-fraud-control.pdf - https://www.insurancejournal.com/news/national/2019/10/08/544846.htm - https://www.scientificamerican.com/article/genetics-start-up-wants-to-sequence-peoples-genomes-for-free/ - https://phys.org/news/2018-10-people-dna-sequenced-theyve-privacy.html - https://www.sciencemag.org/news/2018/10/we-will-find-you-dna-search-used-nab-golden-state-killer-can-home-about-60-white - https://www.sciencedirect.com/science/article/abs/pii/S0167629616000291 - https://pharmaintelligence.informa.com/~/media/informa-shop-window/pharma/2020/files/reports/top-10-best-selling-drugs-of-2019.pdf - https://arxiv.org/abs/1802.00810 - https://www.ncbi.nlm.nih.gov/books/NBK116445/ - https://www.nature.com/articles/nature03192 - https://www.pnas.org/content/pnas/89/1/20.full.pdf - https://www.ncbi.nlm.nih.gov/pmc/articles/PMC48166/pdf/pnas01075-0036.pdf - https://books.google.de/books?id=ZVEUniZITlEC&pg=PA194&lpg=PA194&dq=levinthal+10143&source=bl&ots=rj16K98Pl6&sig=ACfU3U3W5LiaEdUX73fh-aiGcF6bg9_idg&hl=en&sa=X&ved=2ahUKEwjqoNX75aDlAhUeAhAIHWXHA_oQ6AEwC3oECAsQAQ#v=onepage&q=levinthal%2010143&f=false - https://www.globenewswire.com/news-release/2019/04/04/1797292/0/en/Biologics-Market-Size-to-cross-USD-285-520-4-Million-by-2023-at-6-95-CAGR-Highly-Competitive-Pharmaceutical-Sector-to-Boost-Global-Industry-Growth.html - https://arxiv.org/abs/2307.05734

Grafana demo dashboards ... play.grafana.org

https://play.grafana.org

Design Thinking: Double diamond method

 https://www.google.com/search?q=double+diamond+design+thinking

https://medium.com/seek-blog/design-thinking-101-the-double-diamond-approach-ii-4c0ce62f64c7

• What are the problems

diverge (discover) => converge (define) => pb defined

• What are some solutions

diverge (Develop) => converge (Deliver) => solution

dev hub / plateform engineering : backstage.io

 https://backstage.io/ 

from spotify, released open source.

"An open platform for building developer portals

Powered by a centralized software catalog, Backstage restores order to your infrastructure and enables your product teams to ship high-quality code quickly — without compromising autonomy."

https://backstage.io/plugins/

Red Hat developer-hub is a backstage implementation :

https://developers.redhat.com/articles/2023/05/23/developers-guide-red-hat-developer-hub-and-janus#

https://developers.redhat.com/products/plugins-for-backstage/overview

prometheus, grafana, alertmanager: number of alerts

 prometheus alerts counts

from : https://jaanhio.me/blog/visualizing-alerts-metrics-grafana/ + https://community.grafana.com/t/how-to-get-the-time-range-selected-on-the-dashboard-into-a-variable/2868/3

(sum by (alertname) (changes(ALERTS_FOR_STATE[$__range]) AND ignoring(alertstate) max_over_time(ALERTS{alertstate="firing"}[$__range])) + (count by (alertname) (changes(ALERTS_FOR_STATE[$__range]) AND ignoring(alertstate) max_over_time(ALERTS{alertstate="firing"}[$__range])) * 1))

Then use a grafana panel as "Gauge" with the following options :

* Value options: show calculate, Last *

* Orientation = horizontal, and 

Number of alerts by alert name of the last 2 months

PromQL = sum by(alertname) (changes(ALERTS_FOR_STATE[65d]))

Number of alerts by instance over the last 2 months

PromQL = sum by(instance_name) (changes(ALERTS_FOR_STATE[65d]))

Google post-mortem culture (SRE)

 https://sre.google/sre-book/postmortem-culture/

and links to :

https://sre.google/sre-book/bibliography/

• [Roo04] J. J. Rooney and L. N. Vanden Heuvel, "Root Cause Analysis for Beginners", in Quality Progress, July 2004.

More generally included in :

https://sre.google/sre-book/foreword/

platforms/products to manage an API

 platforms/products  to manage an API

3Scale

Akana

AWS API Gateway

Mashery

Mashape

Apigee

Azure API Marketplace

Google Cloud API Gateway

Salesforce (Mulesoft)

Axway

Software AG

Tyk

WSO2

Boomi

IBM

Kong

Request Bin / http endpoint for testing

from : https://grafana.com/tutorials/grafana-fundamentals/#create-a-contact-point-for-grafana-managed-alerts

 

 In this step, we’ll set up a new contact point. This contact point will use the webhooks channel. In order to make this work, we also need an endpoint for our webhook channel to receive the alert. We will use requestbin.com to quickly set up that test endpoint. This way we can make sure that our alert is actually sending a notification somewhere.

1. Browse to requestbin.com.
2. Under the Create Request Bin button, click the public bin link.

Your request bin is now waiting for the first request.

1. Copy the endpoint URL.

=> tool to test what is received !

 

Burnout metrics

 

Maslach Burnout Inventory™ (MBI)

https://www.mindgarden.com/117-maslach-burnout-inventory-mbi

Job Diagnostic Survey (JDS)

https://scales.arabpsychology.com/s/job-diagnostic-survey-jds/

How to measure work engagement / The UWES Questionnaire

https://www.cbs.dk/files/cbs.dk/executive_summary_6.pdf

(Summary of Schaufeli B. W. & Bakker, B. A. (2003): Occupational Health Psychology Unit. Utrecht

University) 

Hc-analytics@cbs.dk

www.cbs.dk/hc-analytics

LinkedIn: Human Capital Analytics Group

from : https://www.betterup.com/blog/signs-of-burnout-at-work

• Community: In the book The Burnout Fix, Dr. Jacinta Jimenez details the importance of a “psychologically safe” environment — that is, one that “empowers employees to share their selves and their ideas without fear of negative consequences.” If you feel supported, connected, and unafraid to show up authentically at work, you are far less likely to experience burnout.

with great software comes great devopsability"

"with great software comes great devopsability"

cm, july 2023 :-D 

Kubernetes Ingress Controllers (table by learn k8s research)

 https://docs.google.com/spreadsheets/d/191WWNpjJ2za6-nbG4ZoUMXMpUK8KlCIosvQB0f-oq3k/edit#gid=907731238

The Not Rocket Science Rule Of Software Engineering: automatically maintain a repository of code that always passes all the tests

technicalities: "not rocket science" (the story of monotone and bors)

https://graydon2.dreamwidth.org/1597.html : 

The Not Rocket Science Rule Of Software Engineering:

automatically maintain a repository of code that always passes all the tests

parse json in terraform

 https://www.reddit.com/r/Terraform/comments/c07dgc/using_external_jsons_as_data_source/

    data "http" "example" {
  url = "..."
}

locals {
  example_response = jsondecode(data.http.example.body)
}

From there you can manipulate that data structure as you need. If you want to produce a map of lists then probably your next step would be to use two nested for expressions. I’m just guessing what you want the values in those lists to look like, but here’s a starting point:

    locals {
  example_rules = {
    for k, m in local.example_response : k => [
      for k, v in m : {
        key   = k
        value = v
      }
    ]
  }
}

Quantum computing art (& fractals)

 

Visualizing Quantum Computing using fractals

https://github.com/wmazin/Visualizing-Quantum-Computing-using-fractals

Flexible Representation of Quantum Images (FRQI) and Novel Enhanced Quantum Representation (NEQR)

https://qiskit.org/

https://learn.qiskit.org/course/ch-applications/flexible-representation-of-quantum-images-frqi

Exhibition-ready quantum image processing

https://medium.com/qiskit/exhibition-ready-quantum-image-processing-4bb9fa8b52b5

Creating fractal art with qiskit

https://medium.com/qiskit/creating-fractal-art-with-qiskit-df69427026a0

Engineering levels

 

• -  Google levels:

  https://codingrelic.geekhold.com/2018/08/google-software-engineering-levels-and.ht

  ml

• -  Facebook levels:

  https://www.quora.com/Facebook-company/What-is-the-expectation-out-of-each-soft

  ware-engineering-level-at-Facebook

• -  Levels at various other companies: https://www.progression.fyi/

Service Level metrics

•  SLO : Service Level Objective

Common examples of metrics that can be associated with SLOs are disaster recovery time, application availability, live communication response time, first call resolution rate and application maintenance.

• SLI : Service Level Indicator

SLI = [ good event / valid event ] * 100%

request / response : Availability, Latency, Quality

Data Processing : Coverage, Correctness, Freshness, Throughput

• SLA : Service level agreements

usually external metrics (i.e. : end service KO time)

-- 

Appdex : scoring 0 to 1 for user satisfaction

-- source : 

- Blog covering AIOps custom automations inside the Cloud Pak for Watson AIOps -> https://developer.ibm.com/articles/supercharged-aiops-with-custom-automations/
- Blog covering Instana’s new remediation framework -> https://www.instana.com/blog/tech-preview-take-action-from-within-instana-using-our-action-framework/
- Demo of Instana’s new remediation framework’s integration with PagerDuty’s Process Automation -> https://www.youtube.com/watch?v=t441dhv7Vtw

And you can connect with Arthur on LinkedIn at: https://www.linkedin.com/in/ademagalhaes