Tag: Data science
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Neural Networks from scratch with Python code and math in detail
Posted on December 14, 2022, Level beginner Resource Length long
Older article about building neural networks from scratch. From the math behind them to step-by-step implementation coding samples in Python with Google Colab. By Pratik Shukla, Roberto Iriondo.
Tags machine-learning management analytics big-data data-science
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Scala Toolkit makes Scala powerful straight out of the box
Posted on November 13, 2022, Level intermediate Resource Length medium
Scala Toolkit is an ongoing effort by Scala Center and VirtusLab to compose a set of approachable libraries to solve everyday problems. These libraries will be made easily accessible as a precomposed package. This package will be available for each Scala release. By Szymon Rodziewicz.
Tags scala akka data-science java app-development
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Full end-to-end deployment of a machine learning algorithm into a live production environment
Posted on November 12, 2022, Level intermediate Resource Length long
Older article will guide you through how to use scikit-learn, pickle, Flask, Microsoft Azure and ipywidgets to fully deploy a Python machine learning algorithm into a live, production environment. By Graham Harrison.
Tags big-data data-science devops
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Rings of an ancient tree contain a record of Earth's magnetic field reversal
Posted on October 26, 2022, Level beginner Resource Length medium
An ancient Agathis australis tree with rings that document the near-reversal of Earth's magnetic field has been discovered on New Zealand's north island. The tree, which measures 8 feet in diameter and 65 feet in length, was found buried under 26 feet of soil. Carbon dating shows that the tree was alive for 1,500 years and lived between 41,000 and 42,500 years ago. By @ilovetheuniverse.com.ar.
Tags miscellaneous big-data data-science learning
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NLU 101: Introduction to Natural Language Understanding
Posted on October 11, 2022, Level beginner Resource Length medium
Natural Language Understanding (NLU) is a subtopic of Natural Language Processing. It focuses on "comprehension". NLU deals with users' intents and what they mean instead of what they say. Thus, some people refer to it as Intent Detection or Intent Detector. By picovoice.ai.
Tags data-science app-development big-data
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The first RISC: John Cocke and the IBM 801
Posted on October 9, 2022, Level beginner Resource Length long
How a maverick genius at IBM helped to change the course of computing forever. The RISC idea has now been around for around fifty years and it's been the subject of debate and a degree of controversy for much of that period. By Babbage.
Tags ibm miscellaneous data-science cio
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Why AI is perfect for mobile apps
Posted on October 2, 2022, Level beginner Resource Length medium
Why AI is the perfect accompaniment to modern mobile app development and how it's already being used to transform the apps we use every day. Artificial intelligence has been breaking into the mobile app development industry and becoming part of more developers' tools in their wheelhouse. This is because AI and machine learning are able to provide many benefits to not only the team building the application but to the end user as well. By @ninetwothree.co.ao.
Tags big-data app-development data-science analytics
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PyTorch on Google Cloud: How to train PyTorch models on AI Platform
Posted on September 23, 2022, Level intermediate Resource Length long
PyTorch has been predominantly used in research and in recent years it has gained tremendous traction in the industry as well due to its ease of use and deployment. By Rajesh Thallam, Vaibhav Singh.
Tags gcp google data-science python json
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How to run a Stable Diffusion server on Google Cloud Platform (GCP)
Posted on September 22, 2022, Level intermediate Resource Length medium
Open-sourced alternative to OpenAI's gated DALLĀ·E 2 with comparable quality, Stable Diffusion offers something to everyone: end-users can generate images virtually for free, developers can embed the model into their service, ML engineers can investigate and modify the code, and researchers have full leeway to push the state of the art even further. By Iulia Turc.
Tags gcp devops data-science open-source google
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Deep dive: How AI content generators work
Posted on September 11, 2022, Level beginner Resource Length medium
Artificial intelligence (AI) has been steadily influencing business processes, automating repetitive and mundane tasks even for complex industries like construction and medicine. By Victor Dey.
Tags big-data machine-learning data-science software-architecture
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Uber freight carrier metrics with near-real-time analytics
Posted on September 7, 2022, Level beginner Resource Length long
Uber Freight has been around since 2016 and is dedicated to provide a platform to seamlessly connect shippers with carriers. We're simplifying the lives of trucking companies by providing a platform for carriers to browse through all available shipment opportunities with upfront pricing and book with the tap of a button, and making the fulfillment process more scalable and efficient. By Ujwala Tulshigiri, Yeqing Lu, Ting Chen, Branden Colen.
Tags data-science apache event-driven messaging distributed devops
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Why you absolutely must document your no-code software
Posted on September 4, 2022, Level beginner Resource Length medium
Here's a conceptual framework to help keep your no-code and low-code effort simple, but comprehensive. By Joe Procopio.
Tags software-architecture big-data bots programming data-science devops