Subject

Data

Creating a Bipartite Graph for a User-Item Dataset

By Graph-Powered Machine Learning Alessandro Negro

This article discusses creating a bigraph for a user-item dataset.

Computing Travel Probabilities Using Matrix Multiplication

From Data Science Bookcamp by Leonard Apeltsin

This article discusses how to model a traffic simulation and compute travel probability.

Deploying Machine Learning Models, Part 4: creating a Docker image

From Machine Learning Bookcamp by Alexey Grigorev

In this series, we cover model deployment: the process of putting models to use. In particular, we’ll see how to package a model inside a web service, allowing other services to use it. We also show how to deploy the web service to a production-ready environment.

Deploying Machine Learning Models, Part 3: managing dependencies

From Machine Learning Bookcamp by Alexey Grigorev In this series, we cover model deployment: the process of putting models to use. In particular, we’ll see how to package a model inside a web service, allowing other services to use it…. Continue Reading →

Setting Limits on Experimentation

This article talks about the need to carefully plan a machine learning project—before you start it!

Basic Probability and Statistical Analysis Using SciPy

From DataScience Bookcamp by Leonard Apeltsin This article covers: •   Analysis of Binomials using the SciPy library. Take 40% off Data Science Bookcamp by entering fccapeltsin into the discount code box at checkout at manning.com. Statistics is a branch of… Continue Reading →

Deploying Machine Learning Models, Part 2: model serving

From Machine Learning Bookcamp by Alexey Grigorev

In this series, we cover model deployment: the process of putting models to use. In particular, we’ll see how to package a model inside a web service, allowing other services to use it. We also show how to deploy the web service to a production-ready environment.

How does TLS work?

From Real-World Cryptography by David Wong This article describes how Transport Layer Security Works. Take 37% off Real-World Cryptography by entering fccwong into the discount code box at checkout at manning.com. Today, Transport Layer Security (TLS) is the de-facto standard… Continue Reading →

Scaling Streaming Systems

In this video, Josh Fischer explains what it takes for a Streaming System to help you scale-up stream processing in Java.

Rapid Data-Driven Sales Maximization and Churn Reduction

In this extensive coding session, Carl Gold–chief data scientist at Zuora Inc.–explains why fighting churn is all about targeted interventions.

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