Monitoring Image Data, 5 Reasons to Use SQL, and Understanding Your Neural Network’s Predictions

ODSC - Open Data Science
ODSCJournal
Published in
Sent as a

Newsletter

4 min readJul 29, 2022

A Solution for Monitoring Image Data

As machine learning ecosystems become increasingly complex and data volumes grow at a dizzying rate, maintaining observability of your data and model health is more critical than ever.

Don’t Sleep on SQL — 5 Reasons Why it’s a Must-Have Skill in 2022

Don’t sleep on SQL for data science — given its flexibility, ease of use, and timeless nature, it’s going to stay in demand and useful for a while.

Understanding Your Neural Network’s Predictions

Here’s a concise guide to assessing your neural network’s feature importance.

ModelOps, MLOps, and Finding Value in Analytics

What are the differences between ModelOps and MLOps, and how do they both contribute to analytics in an organization?

How Data Scientists Used NLP to Save Indigenous African Languages

In the face of rapid digitalization and modernization, researchers sought a way to preserve indigenous African languages using NLP

Online Training Goes Mainstream — The Top 5 Trends

Here are some trending improvements to the education scene happening because of this online training expansion into the mainstream.

Debate Over LaMDA Sentience Marks Milestone Moment in AI Development

Questions have been arising about LaMDA’s sentience, but one thing is clear — it marks a huge milestone in AI development.

A-Eye? New Technology Allows AI to See with Human-Like Eyes

The AI has eyes. Researchers have taken inspiration from human eyes to create a device that captures visual information via a nano-sized image sensor.

Researchers Use AI and Deep Learning to Identify Potential Birth Defects

Researchers at the University of Ottawa have found a way to use AI and deep learning to identify potential birth defects in fetuses.

Video of the Week: Audio Processing and Feature Building for Machine Learning

This talk will highlight the challenges with Audio Classification problems starting with what an audio signal is and what its numerical representation means, how it is widely different from other data types, what feature extraction from audio looks like, how to go about it, what it means and the open-source tools in Python that can be leveraged for the same.

All Networking and Extra Events Coming to ODSC West 2022

Going to ODSC West 2022, either virtually or in person? Here are some networking meetups and extra events that you can check out.

Volunteer for ODSC West 2022

Our Volunteer program is a great way to get involved in ODSC — one of the world’s largest conferences and communities of artificial intelligence and data science experts. Get a chance to collaborate with our community/media partner team and support us with the organization of ODSC 2022!

Upcoming Webinars:

CPUs vs GPUs for Your End-to-End Data Science Workflows

Thu, Jul 28, 2022 12:00 PM — 1:00 PM EDT

We know that model training and inference are faster on GPU, but the slowest, most draining part of a data scientist’s typical day is processing data into the structure the model requires. Can GPUs help us with this challenge as well? To answer this question, we’ll compare cycles per second and costs of CPU vs GPU, look at speed gains with the Rapids.ai framework, and calculate ROI as our AI/ML models scale. Join us as we lay out the compelling case for why you should be using GPUs for your end-to-end data science workflows, including ETL jobs.

PyTorch on Azure: An optimized container for large-scale distributed training workloads

Thu, Aug 4, 2022 12:00 PM — 1:00 PM EDT

In this talk, we discuss the contents of the PyTorch on Azure container and share the results seen by early adopters. In addition, we will show demos of how you can get started with the container and how to use the Microsoft acceleration technologies it comes with.

Applying Interactive Weak Supervision to NLP Tasks

Tue, Aug 9, 2022 12:00 PM — 1:00 PM EDT

In this tutorial, we’ll first build a basic weakly supervised system for an NLP task, and then augment it with some of these generative techniques to speed up the iterative process.

--

--

ODSCJournal
ODSCJournal

Published in ODSCJournal

Collecting all of the best open data science articles, tutorials, advice, and code to share with the greater open data science community!

ODSC - Open Data Science
ODSC - Open Data Science

Written by ODSC - Open Data Science

Our passion is bringing thousands of the best and brightest data scientists together under one roof for an incredible learning and networking experience.