While open-source software has made AI accessible to more people, there are still two significant barriers to its widespread use: inference delay and cost. System optimizations have come a long way and can substantially reduce latency and cost for DL model inference, but they are not immediately accessible. Many data scientists lack the expertise to correctly identify and implement the set of system optimizations relevant to a specific model, making low latency and low-cost inference primarily out of reach. The complex nature of the DL model inference landscape, including wide variations in model size, architecture, system performance characteristics, hardware requirements,

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We all saw the importance of good-quality video conferencing tools during COVID lockdowns. Education, entertainment, work meetings, and family visits became video conferences, and we spent hours finding the tool that gave us the best visual quality. The face-to-face communication continued via our screens when the faces were distant. However, not all of us were lucky enough to benefit from this replacement communication technology. Those suffering from poor internet connection were talking with pixels and weird artifacts of their loved ones instead of the faces they were used to. To make matters worse, the video transmission was suspended if their

The phrase 'data engineering tools' refers to a broad category of technologies that comprise the contemporary data stack. Modern data stacks require specialized technologies to speed up data integration engineering. These connectors are scalable to accommodate your expanding data needs, end-user-centric, and independent of the cloud. Data engineering tools typically assist with the following: Building a pipeline for data.Facilitating efficient ETL/ELT processes.Creating reports using data visualization and business intelligence. Let's briefly go over them with a few examples and the Importance of data engineering. Data Integration: Fully managed ETL tools are necessary to offer real-time or almost real-time data for

New model acts as search engine for large databases of pathology images, helping to identify rare diseases and which patients likely to respond to similar therapies

Project All of Me promises to easily fix poor framing after a photo's been snapped.

ETL refers to the three separate but interlaced processes involved in exchanging data between systems. Extract, Transform and Load. Extract: This function connects to a specified data source and accesses the data required for the process ready to be loaded into a different application / database. Transform: Transform stage will typically carry out data quality […]

ETL - Extract, Transform, Load

Many people who regularly use social media, cell phones, home security cameras, and location trackers don't realize the full extent of their data. They have no idea that the information they have gathered can be replicated by others using machine learning (ML) techniques. The consequence is that users are always at risk of having their anonymized information de-anonymized by ML algorithms, although most people cherish their online privacy, albeit to varying degrees. Data security concerns have been raised after a team of researchers from the Illinois Institute of Technology used machine learning and artificial intelligence algorithms to extract personally identifiable

Basecamp has had one foot in the cloud for well over a decade, and HEY has been running there exclusively since it was launched two years ago. We've run extensively in both Amazon's cloud and Google's cloud. We've run on bare virtual machines, we've run on Kubernetes. We've seen all the cloud has to offer, and tried most of it. It's fi...

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Introduced in 2017, Google Vizier is the company’s internal service for performing black-box optimization.

Nouriel Roubini, also known as Dr. Doom, says that AI could cost millions of workers their jobs.

Jocelyn Benson claims she had already resigned...

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The work at the S.P.L.C. could be meaningful and gratifying. But it was hard, for many of us there, not to feel like we’d become pawns in what was, in many respects, a highly profitable scam.

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I give you my tools for dealing with procrastination… I know they’ll work for you too. If you struggle with procrastination, you're not alone. Research from a PhD at the University of Calgary found that 80–95% of college students are procrastinators.

Procrastination is a common affliction. Here are 7 steps to cure your self to stop procrastinating! ~~Relevant links~~ Pomodoro technique: https://youtu.be/mNBmG24djoY Personality type and study hacks: https://youtu.be/H4rhSvqPM3s Self-discipline: https://youtu.be/ACYHERGmais Med School Insiders newsletter: https://medschoolinsiders.com Step 1 video (with detailed schedule): https://youtu.be/oPZewnPQkkw We examine the motivation equation by Piers Steel Motivation = (Expectancy * Value) / (Impulsiveness * Delay) Whereby Motivation is the willingness to do work, essentially the opposite of procrastination. - Expectancy refers to how how much you expect to succeed at doing the task and thereby getting the anticipated reward. - Value refers to how much you enjoy doing a task, and how much you’ll enjoy the reward. - Impulsiveness refers to your tendency to get distracted by other things. - Delay refers to the time lapse until receiving the anticipated reward We want to maximize expectancy and value, as they are directly proportional to motivation, and we want to minimize impulsiveness and delay, as they are inversely proportional. 1 | Break Down the Steps 01:45 2 | Keep The Task Small 02:50 3 | Set the Bar Low 03:50 4 | Hack Pleasure from the Experience of Studying 04:30 5 | Use Parkinson’s Law to your Advantage 05:43 6 | Be Deliberate with Your Study Environment 06:35 7 | Understand Your Personality Type 07:30 ================ Support the channel and become a Patron! Visit https://patreon.com/medschoolinsiders ================ Connect with me! WEBSITE: https://medschoolinsiders.com TWITTER: https://twitter.com/MedInsiders FACEBOOK: https://www.facebook.com/medschoolinsiders INSTAGRAM: https://www.instagram.com/medschoolinsiders AMAZON STORE: https://www.amazon.com/shop/medschoolinsiders ================ Disclaimer: Content of this video is my opinion and does not constitute medical advice. The content and associated links provide general information for general educational purposes only. Use of this information is strictly at your own risk. Kevin Jubbal, M.D. and Med School Insiders LLC will not assume any liability for direct or indirect losses or damages that may result from the use of information contained in this video including but not limited to economic loss, injury, illness or death.