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Data analysis made easy: Text2Code for Jupyter notebook

Data analysis made easy: Text2Code for Jupyter notebook

In June of 2020, OpenAI launched their new model GPT-3, which not only has futuristic NLP(Natural Language Processing) capabilities, but was also able to generate React code and simplify command-line commands. Looking at these demos was a huge inspiration for us and we realized that while doing data analysis, a lot of times, we often forget less-used pandas or […]

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PrototypeML: A Neural Network Integrated Design and Development Environment

PrototypeML Neural Network Design

Neural network architectures are most often conceptually designed and described in visual terms, but are implemented by writing error-prone code. PrototypeML is a machine learning development environment that bridges the gap between the design and development processes: it provides a highly intuitive visual neural network design interface that supports the full capabilities of the PyTorch […]

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handcalcs: Python calculations in Jupyter, as though you wrote them by hand

Python calculations in Jupyter, as though you wrote them by hand

handcalcs is a library to render Python calculation code automatically in Latex, but in a manner that mimics how one might format their calculation if it were written with a pencil: write the symbolic formula, followed by numeric substitutions, and then the result. Because handcalcs shows the numeric substitution, the calculations become significantly easier to check and verify by […]

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Exploring the Full Spectrum of AWS Services

Exploring the Full Spectrum of AWS Services

I use Amazon as a cloud service in my new Java/Kotlin projects. I couldn’t easily find a complete list of AWS modules. I was able to create this shortlist as a result of the reviews. Compute   EC2 Virtual Private Servers Lightsail Amazon’s hosting provider (VPS, DNS, storage) Lambda Functions you can run tasks in […]

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TeamCity 2020.1.4 has been released.

TeamCity 2020.1.4 has been released.

Posted on September 10, 2020, by Maria Kudryavtseva The new TeamCity update is ready. In version 2020.1.4, we focused on fixing bugs and improving TeamCity’s performance and usability. See the complete list of 40+ resolved issues in our release notes. As with any bugfix update, 2020.1.4 shares the data format with other 2020.1.x releases, so you can upgrade/downgrade TeamCity […]

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Dolbear’s Law

dolbear's law

Dolbear’s law states the relationship between the air temperature and the rate at which crickets chirp. It was formulated by Amos Dolbear and published in 1897 in an article called “The Cricket as a Thermometer”.Dolbear’s observations on the relation between chirp rate and temperature were preceded by an 1881 report by Margarette W. Brooks, although this paper went unnoticed until after Dolbear’s publication. Dolbear […]

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SOFTMAX Fonksiyonu Nedir?

Python

Softmax fonksiyonu çoklu sınıflandırma problemleri için kullanılır. Verilen her bir girdinin bir sınıfa ait olma olasılığını gösteren [0,1] arası çıktılar üretmektedir. Python implemantasyonu aşağıdaki gibi olabilir. #softmax functiondef softmax(X): expo = np.exp(X) expo_sum = np.sum(np.exp(X)) return expo/expo_sum

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