Use machine learning to perform secure, real-time risk assessment and management to help financial institutions more accurately determine credit worthiness.

Use LoopBack, an open source Node.js framework to unlock data in an Enterprise Resource Planning system.

Learn how to setup and run the TPC-DS benchmark to evaluate and measure the performance of your Spark SQL system.

Use Scala in a Jupyter Notebook to ingest and analyze clickstream data. The data is fed into IBM Db2 Event Store which is optimized for event-driven data processing and analytics.

Create a Node.js app that takes Amazon reviews and feeds them into the Watson Natural Language Understanding service, which will determine the average review sentiment for you.

Deploy and use a web-based health app on your smartphone using Watson services on IBM Cloud and IBM Watson Studio.

Visualize statistics about taxi rides while the event data is streamed from an external program.

Build a dynamic indoor map app using Apple MapKit. Add in floor plans and add in other overlays. Use a heat map to present the dynamic data.

Use Mongoose, an Object Data Modeling library, to connect to your MongoDB, manage data relationships, and provide schema validation for MongoDB objects.

Develop an Ionic/Cordova hybrid mobile app that securely connects to Cloudant and object storage services via IBM Mobile Foundation.

In this pattern, we show you how to create an offline-first shopping list progressive web app using Polymer and PouchDB. The app is designed to work offline and will sync with Cloudant NoSQL DB when online.

Discover how to mine, analyze, and gain insight from complex relationship data and social media using OrientDB and Watson Studio.

Create charts and graphs for Sentiment, Emotional Tone, and Keywords for Twitter handles and hashtags.

Learn how to use Spark SQL and HSpark connector package to create and query data tables that reside in HBase region servers.

Run the world's most popular NoSQL database on top of the world's most popular container orchestration platform.

Develop a twitter-like application using JanusGraph, covering model creation, data generation, data ingestion, and graph querying.

Integrate your Alexa skill with a serverless action and have a conversation about the weather, build your own conversation, or choose a conversation from the Bot Asset Exchange.

Get a head start on developing connected devices in the home. Using Node-RED and Watson IoT APIs, you'll learn how to build a cognitive IoT app that detects irregularities in the voltage of your connected household devices.

Deploy the world's most popular website framework on top of the world's most popular container orchestration platform.

Open source is now the dominant method for creating cloud-native software, with Docker at the center of most container-based innovations. Discover how modern open source containerized development ecosystems fit with traditional secure, high performance enterprise systems.

Developers can use a service mesh to manage microservices with load balancing, advanced traffic management, request tracing and connective capabilities.

Discover how to unlock your enterprise's valuable systems-of-record assets and capitalize on the new API ecosystem by building RESTful APIs that can access business-critical data.

Create a Watson Conversation-based financial chatbot that enables you to query your investments, analyze securities, and use multiple interfaces.

Deploy a distributed GitLab leveraging Kubernetes and Docker.