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Explore the Resource hub to jump start your work with a growing collection of data sets, notebooks, sample projects.
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Decision Optimization
Deploying a Decision Optimization Model with...
This notebook shows you how to deploy a Decision Optimization model, create and monitor jobs, and get solutions using the Watson Machine Learning Python Client.
Provider
IBM
Type
Notebook
Last modified: Sep 04, 2024
Science & Technology
MNIST handwritten digits - PKL format
The Modified National Institute of Standards and Technology (MNIST) database contains images of handwritten digits. The MNIST database is popular for machine learning and deep learning exploration and study.
Provider
IBM
Type
Data
Last modified: Apr 29, 2022
Environment
Greenhouse Gas Emissions worldwide
The Greenhouse Gas (GHG) Inventory Data contains the most recently submitted information, covering the period from 1990 to the latest available year, to the extent the data have been provided. The GHG data contain informa
Provider
IBM
Type
Data
Last modified: May 22, 2016
All
NLP
watsonx.ai Runtime
Deploy a pretrained sentiment model from Watson...
This notebook demonstrates the steps needed to create and deploy a Python function that predicts sentiment in Watson Machine Learning.
Provider
IBM
Type
Notebook
Last modified: Feb 12, 2025
Health
Economy & Business
Predicting Healthcare Costs from Claims Data
This sample project contains a notebook and four data assets that offer hands-on experience with the Watson Health Analytics Workbench. The notebook includes live code that accesses the sample data assets stored in COS,
Provider
IBM
Type
Sample Project
Last modified: Feb 11, 2025
Communications
IBM Debater Thematic Clustering of Sentences
This project includes the IBM DebaterĀ® Thematic Clustering of Sentences dataset from the Data Asset Exchange and supporting notebooks. The notebooks teach the user how to read, clean and visualize the data, how to save th
Provider
IBM
Type
Sample Project
Last modified: Feb 11, 2025
Time series
Electricity_Hourly
The Electricity_Hourly dataset was created by aggregating hourly data from the UCI ElectricityLoadDiagrams20112014 Data Set, selecting 2208 records from 2014-10-01 00:00:00 to 2014-12-31 23:00:00, and selecting three colu
Provider
IBM
Type
Data
Last modified: Feb 11, 2025
Time series
AirPassengers
The classic Box & Jenkins airline data. Monthly totals of international airline passengers, 1949 to 1960.
Provider
IBM
Type
Data
Last modified: Feb 11, 2025
Data fabric
Guided tutorial
Data Science and MLOps
Tutorial in this project: Orchestrate an AI pipeline with model monitoring to create a data pipeline using Data Refinery and AutoAI to deliver concise, pre-processed, and up-to-date data from three external data sources.
Provider
IBM
Type
Sample Project
Last modified: Feb 06, 2025
Science & Technology
Analyze images in COS with Mathematical...
Mathematical Morphology (MM) is a technique based on set theory to analyze structures in images. Some prior knowledge about MM is required to fully understand the operations employed, but the many plots of intermediate pr
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Transportation
Access PostgreSQL with Python
This notebook shows how to access a PostgreSQL database when using Python.
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
NLP
Society
Communications
+1
Economy & Business
Entity extraction on Financial Complaints with...
This notebook demonstrates how to extract named entities from financial customer complaints using Watson NLP.
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
NLP
Communications
Complaint classification with Watson NLP
This notebook demonstrates how to train different text classifiers using Watson NLP. The classifiers predict the product group from the text of a customer complaint. This could be used, for example to route a complaint to
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
AutoAI
Economy & Business
Use AutoAI predict credit risk (Batch)
Learn how to use AutoAI experiments in this notebook by getting a German credit data set and train the model to predict banking credit. Then, compare several trained models for quality and select best one for further refi
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Health
AutoAI
Time series
+2
Environment
watsonx.ai Runtime
Use AutoAI and time series data for PM2.5
Use AutoAI to predict time series data on PM2.5.
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
AutoAI
watsonx.ai Runtime
Use AutoAI to predict credit risk
Learn how to use AutoAI experiments in this notebook by getting a German credit data set and train the model to predict banking credit. Then, compare several trained models for quality and select best one for further refi
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Time series
Economy & Business
Use statsmodels to forecast time series data
Learn how to build a time series model, analyze the time series data and come to conclusions about the stationarity and optimal parameters of the time series data and its model using the statsmodels package. This notebook
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Transportation
Use Spark for Python to load data and run SQL...
This notebook introduces basic Spark concepts and helps you to start using Spark for Python. Some familiarity with Python is recommended. You'll learn how to load data, create a Spark DataFrame, aggregate data, run mathem
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Transportation
Use Spark for R to load data and run SQL queries
This notebook introduces basic Spark concepts and helps you to start using Spark for R. Some familiarity with R is recommended. You'll learn how to load data, create a Spark DataFrame, aggregate data, run mathematical for
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
SQL
Transportation
Access MySQL with Python
This notebook shows how to access a MySQL database when using Python.
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Retail
watsonx.ai Runtime
Test the model using the watsonx.ai Runtime API...
This notebook assumes a deployed binary classification model that predicts the possibility for a tent purchase based on age, sex, marital status and job profession for an individual.
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
Science & Technology
Visualize data with the matplotlib library
This notebook provides a collection of example code snippets to visualize data by creating plots with the matplotlib library in Python. This notebook uses Spark and the latest version of Python.
Provider
IBM
Type
Notebook
Last modified: Feb 06, 2025
watsonx.ai Runtime
Train AutoAI and reference model
This sample project demonstrates the capabilities of the Watson Pipelines editor. Use a pipeline to automate the end-to-end AI lifecyle, from loading data, training models, selecting the best result, and deploying the bes
Provider
IBM
Type
Sample Project
Last modified: Feb 05, 2025
Health
Environment
Scoring for Beijing PM 2.5
A data set on air pollutant level and other weather conditions in Beijing. Cleaned data based on Beijing PM 2.5 from UCI. This data set is used to score the model that is based on the [Beijing PM 2.5 data set](https://dat
Provider
IBM
Type
Data
Last modified: Jan 31, 2025
Guided tutorial
Evaluate an ML model
This sample project includes a notebook, a machine learning model, a data set, and a connection to an external data source. The scenario for the corresponding tutorial is that Golden Bank needs to evaluate the machine lea
Provider
IBM
Type
Sample Project
Last modified: Jan 29, 2025
Data fabric
Guided tutorial
AI governance
Tutorials in this project: Build and deploy a machine learning model to predict which applicants qualify for mortgages; Test and validate the model for fairness, accuracy, trustworthiness, and readiness for production.
Provider
IBM
Type
Sample Project
Last modified: Jan 29, 2025
Science & Technology
Overlapping co-Cluster Recommendation algorithm...
Learn how the OCuLaR algorithm works and how it can be implemented. Prepare a real-world data set to be fed to the algorithm, and evaluate the performance of OCuLaR by computing the recall. Some familiarity with Python is
Provider
IBM
Type
Notebook
Last modified: Dec 10, 2024
watsonx.ai Runtime
Monitor credit risk model with Watson Openscale
This notebook should be run in a Watson Studio project, using Default Python runtime environment. It requires service credentials for the following Cloud services:
Provider
IBM
Type
Notebook
Last modified: Nov 19, 2024