Machine Learning & AI
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DataTech20 Seeking Speaker Submissions (16 March 2020, Glasgow)

DataTech is a one-day conference on 16 Mar 2020, at the Technology and Innovation Centre in Glasgow, focusing on key topics in data science, and welcoming members of industry, academia, and the public sector alike. DataTech provides a forum for these different communities to meet, share knowledge and expertise, and forge new collaborations. We are currently welcoming workshop, talk and poster proposals for the DataTech20 conference.

https://www.kdnuggets.com/2019/10/datatech-speaker-submissions-march-glasgow.html
Data Sources 101

Data collection is one of the first steps of the data lifecycle — you need to get all the data you require in the first place. To collect the right data, you need to know where to find it and determine the effort involved in collecting it. This article answers the most basic question: where does all the data you need (or might need) come from?

https://www.kdnuggets.com/2019/10/data-sources-101.html
Top Stories, Oct 21-27: Everything a Data Scientist Should Know About Data Management; How YouTube is Recommending Your Next Video

Also: Introduction to Natural Language Processing (NLP); Anomaly Detection, A Key Task for AI and Machine Learning, Explained; How to Become a (Good) Data Scientist — Beginner Guide

https://www.kdnuggets.com/2019/10/top-news-week-1021-1027.html
Why is Machine Learning Deployment Hard?

Developing an excellent machine learning model is one thing. Deploying it to production is another. Consider these lessons learned and recommendations for approaching this important challenge to help ensure value from your AI work.

https://www.kdnuggets.com/2019/10/machine-learning-deployment-hard.html
Here are 8 Powerful Sessions to Learn the Latest Computer Vision Techniques

Do you want to build your own smart city? Picture it – self-driving cars strolling around, traffic lights optimised to maintain a smooth flow, ...
The post Here are 8 Powerful Sessions to Learn the Latest Computer Vision Techniques appeared first on Analytics Vidhya.

https://www.analyticsvidhya.com/blog/2019/10/8-latest-computer-vision-sessions-datahack-summit-2019/
KDnuggets™ News 19:n41, Oct 30: Feature Selection: Beyond feature importance?; Time Series Analysis Using KNIME and Spark

This week in KDnuggets: Feature Selection: Beyond feature importance?; Time Series Analysis: A Simple Example with KNIME and Spark; 5 Advanced Features of Pandas and How to Use Them; How to Measure Foot Traffic Using Data Analytics; Introduction to Natural Language Processing (NLP); and much, much more!

https://www.kdnuggets.com/2019/n41.html
Research Guide for Transformers

The problem with RNNs and CNNs is that they aren’t able to keep up with context and content when sentences are too long. This limitation has been solved by paying attention to the word that is currently being operated on. This guide will focus on how this problem can be addressed by Transformers with the help of deep learning.

https://www.kdnuggets.com/2019/10/research-guide-transformers.html
AutoML for Temporal Relational Data: A New Frontier

While AutoML started out as an automation approach to develop optimal machine learning pipelines, extensions of AutoML to Data Science embedded products can now enable the processing of much more, including temporal relational data.

https://www.kdnuggets.com/2019/10/automl-temporal-relational-data.html
Top KDnuggets tweets, Oct 23-29: End To End Guide For Machine Learning Project – Explained

Also: Highest paid positions in 2019 are DevOps, Data Scientist, Data Engineer (all over $100K) - Stack Overflow Salary Calculator, Updated; A neural net solves the three-body problem 100 million times faster; The Last SQL Guide for Data Analysis You’ll Ever Need; How YouTube is Recommending Your Next Video

https://www.kdnuggets.com/2019/10/top-tweets-oct23-29.html
Build Better and Accurate Clusters with Gaussian Mixture Models

Overview Gaussian Mixture Models are a powerful clustering algorithm Understand how Gaussian Mixture Models work and how to implement them in Python We’ll also ...
The post Build Better and Accurate Clusters with Gaussian Mixture Models appeared first on Analytics Vidhya.

https://www.analyticsvidhya.com/blog/2019/10/gaussian-mixture-models-clustering/
How Data Labeling Facilitates AI Models

AI-based models are highly dependent on accurate, clean, well-labeled, and prepared data in order to produce the desired output and cognition. These models are fed with bulky datasets covering an array of probabilities and computations to make its functioning as smart and gifted as human intelligence.

https://www.kdnuggets.com/2019/10/data-labeling-facilitates-ai-models.html
Which Data Science Skills are core and which are hot/emerging ones? – By Region and Employment

These results will go into each each region and employment type to find out the differences and similarities especially between people from Industry and Students.

https://www.kdnuggets.com/2019/10/core-hot-data-science-skills-continued.html
MLOps for production-level machine learning

This live webinar, Nov 14 @ 12pm EST, on MLOps for production-level machine learning, will detail MLOps, a compound of “machine learning” and “operations”, a practice for collaboration and communication between data scientists and operations professionals to help manage the production machine learning lifecycle. Register now.

https://www.kdnuggets.com/2019/11/cnvrg-mlops-production-machine-learning.html