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Optimizing PyTorch Performance: Batch Size with PyTorch Profiler
This tutorial demonstrates a few features of  PyTorch Profiler that have been released in v1.9. PyTorch. Profiler is a set of tools that allow you to measure the training performance and resource consumption of your PyTorch model. This tool will help you diagnose and fix machine learning performance issues regardless of whether you are working on one or... Read more
2021 Trends Data Scientists Should Follow
I read analyst reports to keep myself up to date with what is going on in the analytics and AI world. An analyst report offers an unbiased, side-by-side, third-party evaluation of the technology in the market. I trust them because I have lived through the rigorous... Read more
Shell and Microsoft Announce the Open AI Energy Initiative for AI-Based Energy Solutions
This month, Shell, Microsoft, C3.ai, and Baker Hughes announced the launch of their collaborative AI initiative, Open AI Energy Initiative™ (OAI). Designed for the process and energy sectors, OAI is an open-source tool that offers AI-based solutions, diagnostics, and monitoring to prevent crucial issues. Context Currently,... Read more
Top 10 Skills for Data Engineers in 2021
Data engineering is an increasingly sought after job role, and despite a tumultuous 2020, the chart above showed it’s more in demand than ever.  Due to the pandemic, jobs were scarce in April but quickly rebounded before the traditional summer lull hit. Demand increased significantly in... Read more
How Good are the Visualization Capabilities of Microsoft Power BI?
The number of visuals in Power BI is vast, and the aim of this article is to provide an overview of the Microsoft Power BI data visualization potential to create most of the visuals. This article is an excerpt from the book Microsoft Power BI Quick Start Guide, Second Edition by Devin Knight, Mitchell Pearson, Bradley Schacht, and Erin Ostrowsky – A book that provides an... Read more
The State of Enterprise NLP in 2020
The state of entrerpise NLP in 2020. This has been a unique year for public health, professional life, the economy, and just about every other aspect of daily life. While some doors are closing, and others are pivoting their business models, businesses that haven’t taken a... Read more
Getting Started with Dask and SQL
Lots of people talk about “democratizing” data science and machine learning. What could be more democratic — in the sense of widely accessible — than SQL, PyData, and scaling data science to larger datasets and models? Dask is rapidly becoming a go-to technology for scalable computing.... Read more
Dask in the Cloud
When doing data science and/or machine learning, it is becoming increasingly common to need to scale up your analyses to larger datasets. When working in Python and the PyData ecosystem, Dask is a popular tool for doing so. There are many reasons for this, one being... Read more
Data Engineer Jobs on the Rise – Skills Needed and Who’s Hiring
If you review the schedule or contents of any data science learning platform, such as with the Ai+ Training Platform,  you’ll notice that data engineering is a primary focus. That’s no surprise, as data engineer is currently one of the fastest-growing roles. Job site, DICE’s, recent... Read more
ML Inference on Edge Devices with ONNX Runtime Using Azure DevOps
This article discusses ML inference on edge. AI applications are designed to perform tasks that emulate human intelligence to make predictions that help us make better decisions for the scenario. This drives operational efficiency when the machine executes the task without worrying about fatigue or safety.... Read more