Overview

This course focuses on teaching learners how to utilize the Splunk Machine Learning Toolkit to gain insights and make predictions from data. By the end of the course, students will be able to apply machine learning algorithms to detect outliers, forecast time series data, predict numeric and categorical fields, and cluster numeric events. The course covers topics such as graph analytics, deep learning, forecasting workflows, and the latest updates in the Splunk Machine Learning Toolkit. The intended audience for this course includes data analysts, data scientists, and professionals looking to enhance their machine learning skills using Splunk. The teaching method involves a combination of guided workflows, hands-on exercises, and demonstrations to help learners understand and apply machine learning techniques within the Splunk environment.

Syllabus

Smart ITSI Insights App for Splunk.
Graph Analytics Using Splunk and the Machine Learning Toolkit.
Introduction to the Deep Learning Toolkit for Splunk.
Smart Forecasting Guided Workflow.
What's New in Splunk Machine Learning Toolkit Version 4.2.
What's New in the Splunk Machine Learning Toolkit Version 4.1.
Splunk MLTK Connector for Apache Spark™ (LAR).
How Does the Splunk Machine Learning Toolkit Learn?.
What's New in Splunk Machine Learning Toolkit Version 4.0.
Splunk Community for MLTK Algorithms on GitHub.
What's New in Splunk Machine Learning Toolkit Version 3.3 and 3.4.
DGA App for Splunk: Japanese.
DGA App for Splunk.
Splunk Machine Learning Toolkit Update 2.1 and 2.2.
Splunk Machine Learning Toolkit.
Splunk: The Enterprise Machine Data Fabric.
Splunk MLTK's Detect Categorical Outliers assistant for detecting unusual bitcoin transactions.
Splunk MLTK's Detect Numeric Outliers assistant for detecting the factors influencing big spenders.
Splunk MLTK's Detect Numeric Outliers assistant for detecting the factors influencing big spenders.
Splunk MLTK's Detect Categorical Outliers assistant for detecting unusual bitcoin transactions.
Machine Learning Toolkit Tour.
Machine Learning Toolkit Update 2.0.
Splunk MLTK's Detect Categorical Outliers assistant for detecting hard drive failure..
Splunk MLTK's Detect Categorical Outliers assistant for detecting the unusual transactions.
Splunk MLTK's Detect Categorical Outliers assistant to detect unusual mobile phone activity.
Splunk MLTK's Detect Categorical Outliers assistant for detecting hard drive failure..
Splunk MLTK's Detect Categorical Outliers assistant to detect unusual mobile phone activity.
Splunk MLTK's Detect Categorical Outliers assistant for detecting the unusual transactions.
Machine Learning Toolkit Tour.
Machine Learning Toolkit Update 2.0.
Splunk MLTK's Detect Numeric Outliers assistant for detecting the server response time outliers.
Splunk MLTK's Detect Numeric Outliers assistant for detecting the deviation in humidity of a plant.
Splunk MLTK's Detect Numeric Outliers assistant for detecting deviation in no. of employee logins.
Splunk MLTK's Forecast Time Series assistant to forecast no. of people participating in an event.
Splunk MLTK's Forecast Time Series assistant to forecast the sales revenue of a souvenir shop.
Splunk MLTK's Predict Numeric Fields assistant for predicting the server power consumption.
Splunk MLTK's Forecast Time Series assistant to forecast the no. of expected employee logins.
Splunk MLTK's Forecast Time Series assistant to forecast the internet traffic in future.
Splunk MLTK's Predict Categorical Fields assistant to infer the make and model of any car.
Splunk MLTK's Predict Numeric Fields assistant for predicting the plant's energy output.
Splunk MLTK's Predict Categorical Fields assistant for predicting the presence of malware.
Splunk MLTK's Predict Numeric Fields assistant for predicting the frequency of VPN usage.
Splunk MLTK's Predict Categorical Fields assistant for predicting the disk failure event.
Splunk MLTK's Predict Categorical Fields assistant for predicting the customer churn.
Splunk MLTK's Cluster Numeric Events assistant to cluster the hard drives.
Splunk MLTK's Cluster Numeric Events assistant to cluster the behaviour of employees.
Splunk MLTK's Cluster Numeric Events assistant for clustering and understanding the housing market.
Splunk MLTK's Cluster Numeric Events assistant to cluster different performance cars.
Splunk MLTK's Predict Numeric Fields assistant for predicting the selling price of houses in Boston.
Machine Learning and Anomaly Detection.