Relink - Tech Talk
•
1 like•137 views
Our CTO's presentation on Tree Digests. Especially made for machine learning enthusiasts!
Report
Share
Report
Share
Download to read offline
Recommended
Recommended
In today's digital world, credit card fraud is a growing concern. This project explores machine learning techniques for credit card fraud detection. We delve into building models that can identify suspicious transactions in real-time, protecting both consumers and financial institutions. for more detection and machine learning algorithm explore data science and analysis course: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital AgeBoston Institute of Analytics
Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊
How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊
The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills
At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊
At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505)
At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊
If you take an extra dose of misoprostol, it works about 99% of the time.
At 10-11 weeks pregnant, it works about 87% of the time. +966572737505)
If you take an extra dose of misoprostol, it works about 98% of the time.
In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only.
+966572737505
Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine.
+966572737505
The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion.
+966572737505
When can I take the abortion pill?+966572737505
In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505
Why do people choose the abortion pill?
Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them.
+966572737505
Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you.
+966572737505
More questions from patients:
Saudi Arabia+966572737505
CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505)
Unwanted Kit is a combination of twoAbortion pills in Riyadh Saudi Arabia (+966572737505 buy cytotec
Abortion pills in Riyadh Saudi Arabia (+966572737505 buy cytotecAbortion pills in Riyadh +966572737505 get cytotec
More Related Content
Recently uploaded
In today's digital world, credit card fraud is a growing concern. This project explores machine learning techniques for credit card fraud detection. We delve into building models that can identify suspicious transactions in real-time, protecting both consumers and financial institutions. for more detection and machine learning algorithm explore data science and analysis course: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital AgeBoston Institute of Analytics
Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊
How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊
The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills
At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊
At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505)
At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊
If you take an extra dose of misoprostol, it works about 99% of the time.
At 10-11 weeks pregnant, it works about 87% of the time. +966572737505)
If you take an extra dose of misoprostol, it works about 98% of the time.
In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only.
+966572737505
Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine.
+966572737505
The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion.
+966572737505
When can I take the abortion pill?+966572737505
In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505
Why do people choose the abortion pill?
Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them.
+966572737505
Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you.
+966572737505
More questions from patients:
Saudi Arabia+966572737505
CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505)
Unwanted Kit is a combination of twoAbortion pills in Riyadh Saudi Arabia (+966572737505 buy cytotec
Abortion pills in Riyadh Saudi Arabia (+966572737505 buy cytotecAbortion pills in Riyadh +966572737505 get cytotec
Recently uploaded (20)
Displacement, Velocity, Acceleration, and Second Derivatives
Displacement, Velocity, Acceleration, and Second Derivatives
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Northern New England Tableau User Group (TUG) May 2024
Northern New England Tableau User Group (TUG) May 2024
Abortion pills in Riyadh Saudi Arabia (+966572737505 buy cytotec
Abortion pills in Riyadh Saudi Arabia (+966572737505 buy cytotec
Identify Customer Segments to Create Customer Offers for Each Segment - Appli...
Identify Customer Segments to Create Customer Offers for Each Segment - Appli...
How to Transform Clinical Trial Management with Advanced Data Analytics
How to Transform Clinical Trial Management with Advanced Data Analytics
Data Visualization Exploring and Explaining with Data 1st Edition by Camm sol...
Data Visualization Exploring and Explaining with Data 1st Edition by Camm sol...
Featured
More than Just Lines on a Map: Best Practices for U.S Bike Routes
This session highlights best practices and lessons learned for U.S. Bike Route System designation, as well as how and why these routes should be integrated into bicycle planning at the local and regional level.
Presenters:
Presenter: Kevin Luecke Toole Design Group
Co-Presenter: Virginia Sullivan Adventure Cycling AssociationMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesProject for Public Spaces & National Center for Biking and Walking
Featured (20)
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
The six step guide to practical project management
The six step guide to practical project management
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Relink - Tech Talk
- 1. relink www.relinklabs.com Bjarne Ørum Fruergaard Lead Data Scientist bf@relinklabs.com Machine Learning Match Making
- 7. Solution
- 8. Job CV & cover letter Job <—> Applicant analyses empowering the recruiter Large graphs connect jobs, educations & skills Augment job descriptions and profiles Relevant skills, job experience and education for the job Probable skills with confidence on profiles
- 10. Ranking relink
- 14. Select Top N
- 15. Interesting challenge: Given batch of J job descriptions Score 5M profiles (all jobs simultaneously) For each job (sequentially): Top N in each partition Merge Top N from each partition Sequential is a nuisance Collect on driver Results are not distributed
- 16. Tree Digests [1] Dunning, T. "COMPUTING EXTREMELY ACCURATE QUANTILES USING t-DIGESTS”. https://github.com/tdunning/t-digest/blob/master/docs/t-digest-paper/histo.pdf Images shamelessly copied from here (thanks Cam Davidson-Pilon!): [2] https://dataorigami.net/blogs/napkin-folding/19055451-percentile-and-quantile-estimation-of-big-data-the-t-digest Compressing the CDF Estimate quantile or percentiles with low error Associative and commutative “I streamed 8mb of pareto-distributed data into a t-Digest. The resulting size was 5kb, and I could estimate any percentile or quantile desired. Accuracy was on the order of 0.002%.” [1] [2]
- 17. Given batch of J job descriptions Score 5M profiles (all jobs simultaneously) Compute t-Digests locally on executors Sum t-Digests Broadcast t-Digests Filter partitions where score >= percentile Approximate Top N remain in partitions t-Digests are small Collect on driver is comparatively small Results remain distributed Approximates Top N
- 18. Let’s try it!
- 19. 5 jobs simultaneously ~5M scored profiles N=5000 Two methods: getTopScoresWithSortAndLimit getTopScoresWithTDigests ~28 seconds ~8 seconds