Insights
Field notes on shipping AI inside real systems.

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How to Use Machine Learning for Sentiment Analysis with Word Embeddings
There are different ways of using machine learning to predict the sentiment of a sentence. In this article, I use convolutional neural networks and word embeddings to predict the sentiment of Amazon reviews.
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Stakeholder Analysis: Another Key Piece of Product Inception
In this second installment of the Product Inception Series, we explore the various techniques we use to conduct a thorough Stakeholder Analysis, including Stakeholder Mapping and Trade-Off Sliders.
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Building Blocks of an Agile Transformation: Develop & Execute a Framework of Small, Continuous Improvements
It can be tricky to decide on which processes and practices could better help an organization to stay on-track and thrive through its envisioned growth roadmap.
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Node.js Pull Request Merge Prediction Using Machine Learning
This post explains a simple use of Machine Learning (ML) to predict if it is possible to accurately predict whether a Pull Request (PR) will be accepted when it is created.
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Elixir: An OTP walkthrough
In the next series of posts, we'll be talking about what OTP is, and explain one of the biggest advantages of using it to help struct your code, eliminate boilerplate,, and more by using the OTP framework.
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Building blocks of an Agile Transformation: Planning your journey
To bring both organizational culture and business results to the next level while promoting organic growth, we needed a long-term strategy; yet flexible enough to yield short-term, sustained improvements.
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Asap: Slack command to notify about things as soon as possible
Slack ASAP is a Slack Slash Command we use at Sophilabs to notify our coworkers about things as soon as possible. The command will send the contact SMS messages, emails and Slack private messages.
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