Tag: Big data
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PyTorch – How to apply Backpropagation with Vectors and Tensors
Posted on April 19, 2021, Level advanced Resource Length long
In Machine learning, a backpropagation algorithm is used to compute the loss for a particular model. The most common starting point is to use the techniques of single-variable calculus and understand how backpropagation works. However, the real challenge is when the inputs are not scalars but of matrices or tensors. By Strahinja Stefanovic.
Tags python data-science big-data learning iot miscellaneous performance
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What is fog computing and how does it work?
Posted on April 18, 2021, Level beginner Resource Length medium
The concept of fog computing was developed to combat the latency issues that affect a centralized cloud computing system. The boom of consumer and commercial IoT devices and technologies has put a strain on cloud computing resources. By Jose Gomez.
Tags data-science big-data robotics iot
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How can we fix the data science talent shortage?
Posted on April 17, 2021, Level beginner Resource Length medium
Data science might just be the most buzzed-about job in tech right now, but its pop culture sheen conceals some of the harsh realities of being a fresh graduate in the industry. By Kindra Cooper.
Tags data-science career miscellaneous cio big-data
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Use event-driven data mesh to avoid drowning in the (data) lake
Posted on April 15, 2021, Level beginner Resource Length medium
For much of the last decade, enterprises fought against data silos, isolated persistence stores holding untold but inaccessible knowledge. Their primary weapon was the data lake: a huge centralized datastore that held terabytes of domain-specific data in a single logical location. By Jesse Menning.
Tags machine-learning big-data cloud cio miscellaneous management
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Moving fast and breaking us all: Big tech's unaccountable algorithms
Posted on April 14, 2021, Level beginner Resource Length medium
They decide who passes and who fails in secondary school. They decide who gets arrested and who goes to prison. They decide what news you see first thing in the morning as well as what news you won't see. And they drive the business models—and revenues—of the world's largest and most powerful digital platforms. By Ellery Roberts Biddle & Jie Zhang.
Tags machine-learning big-data cloud cio learning
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How quantum computing will transform these 9 industries
Posted on April 12, 2021, Level beginner Resource Length medium
Quantum computing remains a nascent technology, but its potential is already being felt across many sectors. From healthcare to finance to artificial intelligence, we look at the industries poised to be reshaped by quantum computers. By cbinsights.com.
Tags software-architecture cloud data-science machine-learning big-data
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Exploring semantic map embeddings
Posted on March 3, 2021, Level advanced Resource Length long
How do you convey the "meaning" of a word to a computer? Nowadays, the default answer to this question is "use a word embedding". A typical word embedding, such as GloVe or Word2Vec, represents a given word as a real vector of a few hundred dimensions. By Johannes E. M. Mosig.
Tags big-data machine-learning cio data-science software
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How to write custom cypher procedures with NetworkX and Memgraph
Posted on February 15, 2021, Level intermediate Resource Length medium
Angular is one of the most popular front-end frameworks, with 30% of developers preferring it for their projects. Angular is especially useful for large scale projects with many different views and components. By Ryan Thelin.
Tags linux devops how-to app-development cloud big-data cio data-science
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Introducing real-time data integration for BigQuery with Cloud Data Fusion
Posted on February 4, 2021, Level beginner Resource Length short
Businesses today have a growing demand for real-time data integration, analysis, and action. More often than not, the valuable data driving these actions—transactional and operational data—is stored either on-prem or in public clouds in traditional relational databases that aren't suitable for continuous analytics. By Bhooshan Mogal.
Tags cloud analytics cio google gcp big-data data-science
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Fitness data needs an AI revolution
Posted on January 29, 2021, Level beginner Resource Length medium
As smart watches and other wearables provide users with sensors to monitor their fitness and health, they are generating a treasure trove of data. But whether all of this information actually contributes to a healthier society is up for debate. By Nicole Ferraro.
Tags big-data cio data-science miscellaneous
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How I built Machine learning with Amazon Personalize and a Customer Data Platform
Posted on January 23, 2021, Level intermediate Resource Length long
By making off-the-rack machine learning models accessible for anyone to use, cloud ML services like Amazon Personalize help make ML-driven customer experiences available to teams at any scale. By @mparticle.
Tags aws machine-learning learning big-data data-science
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Improving the performance of your imbalanced machine learning classifiers
Posted on January 17, 2021, Level beginner Resource Length medium
A comprehensive guide to handling imbalanced datasets. By Francis Adrian Viernes.
Tags machine-learning learning big-data data-science