This is the website for Data Science at the Command Line, published by O’Reilly October 2014 First Edition. This hands-on guide demonstrates how the flexibility of the command line can help you become a more efficient and productive data scientist. You’ll learn how to combine small, yet powerful, command-line tools to quickly obtain, scrub, explore, and model your data.
The codebase contains a replica of the AlphaZero methodology, built in Python and Keras. Gain a deeper understanding of how AlphaZero works and adapt the code to plug in new games.
Eben gives you a crash course in how modern processors work to explain why Raspberry Pi is unaffected by the Spectre and Meltdown security vulnerabilities.
I teach deep learning both for a living (as the main deepsense.ai instructor, in a Kaggle-winning team1) and as a part of my volunteering with the Polish Chi...
Scientists, educators and engineers not only use programming languages to build software systems, but also in interactive workflows, using the tools available to explore a problem and reason about it…
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How can I use continuous sequence values with... Learn more about hmmestimate, hidden, markov, model, hmm, continuous, emission, emit, state, states Statistics and Machine Learning Toolbox
The CS Education Library project at Stanford is an online library which collects and organizes computer science education materials, and gives them away for free.
What are Convolutional Neural Networks and why are they important? Convolutional Neural Networks (ConvNets or CNNs) are a category of Neural Networks that have proven very effective in areas such as image recognition and classification. ConvNets have been successful in identifying faces, objects and traffic signs apart from powering vision in robots and self driving cars. Figure 1:…
Reading an electrical schematic is an important skill. In this blog post you'll learn common electronic component symbols and how to understand schematics.
Powers of Ten takes us on an adventure in magnitudes. Starting at a picnic by the lakeside in Chicago, this famous film transports us to the outer edges of t...
What is modeling instruction? Instead of relying on lectures and textbooks, the Modeling Instruction program emphasizes active student construction of conceptual and mathematical models in an interactive learning community. Students are engaged with simple scenarios to learn to model the physical world. Find a Modeling Workshop in your area this summer! Modeling Instruction in the…
It can be fun to watch a bartender carefully adding a litany of ingredients to a mixing glass: layers of different spirits, unusual liqueurs, custom tinctures, bizarre bitters. At home, though, most of us want a drink we can assemble with what we've got on hand; nothing that takes an overnight infusion or 12 different bottles. Here are 35 cocktail recipes that only require three ingredients or fewer.