Tag: Machine learning
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How to manage your machine learning workflow with DVC, Weights & Biases, and Docker
Posted on November 13, 2019, Level intermediate Resource Length medium
James Le wrote this article in which he wants to show 3 powerful tools to simplify and scale up machine learning development within an organization by making it easy to track, reproduce, manage, and deploy models.
Tags big-data machine-learning software-architecture
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Federated Learning: Challenges, methods, and future directions
Posted on November 12, 2019, Level beginner Resource Length medium
What is federated learning? How does it differ from traditional large-scale machine learning, distributed optimization, and privacy-preserving data analysis? Learn from the blog post by Carnegie Mellon University.
Tags machine-learning big-data data-science
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Gentle introduction to Monte Carlo sampling for probability
Posted on November 4, 2019, Level intermediate Resource Length long
Jason Brownlee wrote this piece about Monte Carlo. Monte Carlo methods are a class of techniques for randomly sampling a probability distribution.
Tags big-data data-science machine-learning miscellaneous python
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Keras vs tf.keras: What's the difference in TensorFlow 2.0?
Posted on October 27, 2019, Level intermediate Resource Length short
In this tutorial we will discover the difference between Keras and tf.keras (tf - TensorFlow), including what's new in TensorFlow 2.0. By Adrian Rosebrock.
Tags big-data data-science software machine-learning
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Explainer: What is a quantum computer?
Posted on October 12, 2019, Level beginner Resource Length medium
This is the first in a series of explainers on quantum technology. How it works, why it's so powerful, and where it's likely to be most useful first. By Martin Giles.
Tags miscellaneous infosec learning machine-learning
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Deep learning with Electronic Health Record (EHR) systems
Posted on September 26, 2019, Level intermediate Resource Length long
Goku Mohandas wrote this comprehensive look at recent machine learning advancements in health. There exists source of data, beyond imaging studies, that can change the way we approach health: the electronic health record (EHR).
Tags big-data data-science data-science machine-learning analytics
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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 machine-learning big-data programming
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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 software-architecture big-data 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 infosec azure machine-learning software
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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 big-data data-science 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 bots machine-learning robotics
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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 infosec data-science machine-learning