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Data Science Newsletter | November 2020

By Kiefer Hackney posted Thu November 12, 2020 06:18 PM

  
IBM Data Science Community Newsletter
November 2020 | Volume 2, Issue 11
Please participate in this important, 6-minute survey on AI Trust from one of our community partners, Structure3C.
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AI Assesses Alzheimer’s Risk by Analyzing Word Usage
A team from IBM and Pfizer says it has trained AI models to spot early signs of the notoriously stealthy illness by looking at linguistic patterns in word usage.
AI Skills
Machine Learning Rapid Prototyping with IBM Watson Studio
This course will take through the creation of an end-to-end automated pipeline built by Watson Studio’s AutoAI experiment tool. Options in AutoAI make it possible to explore better questions either by speeding up the AI process or by offering points of human engagement. Take the course
Build Machine Learning Models With and Without AutoML
Sometimes you and your team of developers have their own hypotheses to test. This blog compares modeling with and without AutoML. Read more
A Complete Anomaly Detection Algorithm From Scratch in Python
The author shows you anomaly detection from scratch using plain python. She starts you with introductory terminology and shows you the functions to identify the outliers. Read more
Tools & Libraries
Create AI Pipelines Using Elyra and Kubeflow Pipelines
Here's an introduction on Jupyterlab and Elyra that shows you what AI pipelines need for scale. It's also an enticement for you to consider contributing to the OSS project! Read more
SnapML
AI adoption in various economy sectors is evolving rapidly but struggle with scalability, efficiency and cost concerns. Snap ML has been designed specifically to address the above pain points and learns highly accurate models that can scale to multi-terabyte datasets. Read more
Solutions & Products
How to Make a Chatbot That Isn’t Racist or Sexist
To stop a language model from generating offensive text, you probably first need to be able to spot it and that likely requires specific data. This article explores how feasible responsible language models are. Read more
Improving Deep Learning for Ranking Stays at Airbnb
Airbnb uses deep learning to recommend listings to potential renters but faces problems inherent to their data and solution. Their learnings are generalizable to all deep learning backed applications. Read more
Research
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations
wav2vec 2.0 shows that unsupervised pre-training simplified the training process for speech transcription. With less data, it's at least as performant. This link is the paper and code. Read more
M2M-100
Facebook AI is introducing M2M-100, the first multilingual machine translation (MMT) model that can translate between any pair of 100 languages without relying on English data. Read more
See all upcoming community events here.
Digital Developer Conference Data & AI (Americas & Europe) | November 10, 2 pm GMT
Get ready to build smart and secure data and AI solutions on hybrid cloud with trust, resilience, and robustness, and grow your expertise on IBM and open source technologies to build AI-centric platforms. All sessions made available on-demand at launch!
 
CASCON | November 10–13
CASCON x Evoke is the premier industrial and academic conference for advanced studies in computer science and software engineering sponsored by the IBM CAS and EVOKE Foundation.
 
PyData Global | November 11–15
Online for the first time, the world’s premier data science conference. PyData Global 2020! Five days packed with talks, tutorials, posters, open-source sprints and a digital hallway track. IBM is proud to be a Platinum sponsor of this year’s conference.
 
PyData Cambridge: November Virtual Meetup | November 18, 4 pm PT
Learn about AI Explainability with Upkar Lidder (IBM) and  Austin Eovito (IBM).
 
DC_Thurs w/ Gabriela de Queiroz | November 19, 9:30–10:30 am PT
Online interview and live Q/A with Gabriela de Queiroz, CODAIT Machine Learning Team Lead at IBM.
 
Digital Developer Conference Data & AI (India & Asia Pacific) | November 24, 10 am IST
Get ready to build smart and secure data and AI solutions on hybrid cloud with trust, resilience, and robustness, and grow your expertise on IBM and open source technologies to build AI-centric platforms. All sessions made available on-demand at launch!
 
DC_Thurs w/ Alexander Dean | December 3, 9:30–10:30 am PT
Online interview and live Q/A with Alexander Dean, Co-Founder & CEO at Snowplow Analytics. IBM is a proud sponsor of the DC_Thurs series.
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