Tag: Ai and machine learning
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Bias Variance decompositions using XGBoost
Posted on August 17, 2019, Level beginner Resource Length long
This blog dives into a theoretical machine learning concept called the bias-variance decomposition. This decomposition is a method which examines the expected generalization error for a given learning algorithm and a given data source. This helps us understand various questions about model. Written by RAPIDS.
Tags ai-and-machine-learning data-and-analytics software-engineering
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Bias detection in IBM Watson OpenScale
Posted on August 12, 2019, Level intermediate Resource Length medium
Manish Bhide wrote this article on fairness or bias is one of the big issues that plagues the adoption of AI in enterprises.
Tags architecture-and-apis data-and-analytics ai-and-machine-learning miscellaneous
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How Windows Defender Antivirus integrates hardware-based system integrity for informed, extensive endpoint protection
Posted on July 31, 2019, Level intermediate Resource Length short
Microsoft Defender ATP Research Team interesting article about inner workings of Windows Defender. Detecting and stopping attacks that tamper with kernel-mode agents at the hypervisor level is a critical component of the unified endpoint protection platform in Microsoft Defender Advanced Threat Protection.
Tags cloud-and-infrastructure security-and-privacy ai-and-machine-learning software-engineering
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A beginner's guide to natural language processing
Posted on July 23, 2019, Level beginner Resource Length medium
An article by M. Tim Jones about how natural language processing can help you to converse more naturally with computers.
Tags software-engineering data-and-analytics ai-and-machine-learning
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Behind the scenes of chatbots: Using NLP to power a chatbot
Posted on July 16, 2019, Level beginner Resource Length medium
An article by Aarushi Ramesh in which we will explore chatbot architecture, and learn about how natural language processing works in a chatbot. Plus, find out what intents and entities of a message are.
Tags ai-and-machine-learning business-and-emerging-tech
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How a quantum computer could break 2048-bit RSA encryption in 8 hours
Posted on July 13, 2019, Level beginner Resource Length short
A new study shows that quantum technology will catch up with today's encryption standards much sooner than expected. That should worry anybody who needs to store data securely for 25 years or so. Article open MIT Technology review (technologyreview.com) site.
Tags security-and-privacy data-and-analytics ai-and-machine-learning
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Microsoft's Quantum Development Kit goes open source on GitHub
Posted on July 12, 2019, Level beginner Resource Length short
Announcement form Microsoft about open sourcing Quantum Devleopment Kit (QDK). The QDK launched in preview last year, and is Microsoft's attempt to get developers familiar with quantum computing before it goes mainstream. Developers will now be able to contribute to the QDK's development via GitHub. Quantum for everyone.
Tags data-and-analytics cloud-and-infrastructure ai-and-machine-learning software-engineering
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Python machine learning tutorial: predicting Airbnb prices
Posted on July 11, 2019, Level intermediate Resource Length long
Machine learning is pretty undeniably the hottest topic in data science right now. It's also the basic concept that underpins some of the most exciting areas in technology, like self-driving cars and predictive analytics. An article by dataquest.io in which you will be introduced to the fundamental concepts of machine learning. As you follow along, you'll build your very first model from scratch to make predictions, while understanding exactly how your model works.
Tags data-and-analytics ai-and-machine-learning how-to backend-development
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Searching for ET using AI on GCP
Posted on July 10, 2019, Level intermediate Resource Length long
Rob Harrand wrote this article about aproject playing with open data from SETI. They say that the best way to learn data science is to create something. Some of the most interesting data publicly available in GitHub repositories is data from the SETI Institute (the Search for Extraterrestial Intelligence).
Tags data-and-analytics cloud-and-infrastructure ai-and-machine-learning
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Create fluid conversations with QnA Maker multi-turn feature
Posted on July 7, 2019, Level intermediate Resource Length long
Matt Wade authored this beginner guide to QnA Maker multi-trun conversations. In the past there was a glaring difference between a QnA Maker knowledge base (KB) and a real human: the ability to clarify, ask for more information or do anything more than a one-off question-response type of conversation. With multi-turn, the experience with your QnA KB is much more fluid and significantly more natural.
Tags software-engineering ai-and-machine-learning business-and-emerging-tech cloud-and-infrastructure
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Look at how Twitter handles its time series data ingestion challenges
Posted on June 11, 2019, Level intermediate Resource Length short
Ram Dagar is author of this overview on the time series topic. The components of time-series are as complex and sophisticated as the data itself. With increasing time, the data obtained increases and it doesn't always mean that more data means more information but, larger sample avoids the error that due to random sampling.
Tags devops-and-ci-cd data-and-analytics ai-and-machine-learning software-engineering
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Finding the cheapest flights for a multi-leg trip with Amadeus API and Python
Posted on June 3, 2019, Level intermediate Resource Length short
Vladimir Iakovlev is the author of this tutorial about finding cheapest flights for a multi-leg trip with Amadeus API and Python. Amadeus Travel APIs connect you to the richest information in the travel industry.
Tags backend-development ai-and-machine-learning software-engineering