Tag: Big data
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Implementing an end-to-end machine learning workflow with azure data factory
Posted on June 13, 2021, Level intermediate Resource Length long
From collecting data to sending results, ADF constructs the right MLOps Lifecycle on one screen. By Rahulraj Singh.
Tags big-data machine-learning data-science cloud azure
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Greykite: A flexible, intuitive, and fast forecasting library
Posted on May 29, 2021, Level intermediate Resource Length medium
In this blog post, we introduce the Greykite library, an open source Python library developed to support LinkedIn's forecasting needs. Its main forecasting algorithm, called Silverkite, is fast, accurate, and intuitive, making it suitable for interactive and automated forecasting at scale. Co-authors: Reza Hosseini, Albert Chen, Kaixu Yang, Sayan Patra, Rachit Arora, and Parvez Ahammad.
Tags python open-source software big-data machine-learning
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Deep learning for NLP: Creating a chatbot with Python & Keras!
Posted on May 22, 2021, Level intermediate Resource Length medium
Learn how Deep Learning can be used for NLP and create a simple Chatbot with Python and Keras. Who doesn't like a friendly-robotic personal assistant? By howtolearnmachinelearning.com.
Tags python big-data data-science machine-learning robotics
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ML Ops and the promise of Machine Learning at Scale
Posted on April 27, 2021, Level intermediate Resource Length medium
Enterprise interest in artificial intelligence, fueled by machine learning, continues to expand. In its most recent survey on AI Adoption in the Enterprise, O'Reilly found that 85% of organizations are at least exploring the use of artificial intelligence. By James Kulich.
Tags big-data machine-learning devops
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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