Lesson 3: Machine Learning Workflow, Training, Validation, Evaluation, Interpretation, and Experiment Tracking

Lesson Overview

This lesson develops practical capability in machine learning workflow, training, validation, evaluation, interpretation, and experiment tracking for the Splunk 8.0 for Analytics and Data Science Training. Learners connect the topic to the wider course goal of preparing data, performing statistical analysis, building predictive workflows, and operationalizing insights.

Topics Covered

Machine Learning Workflow, Training, Validation, Evaluation, Interpretation, and Experiment Tracking: purpose, terminology, architecture, roles, and expected business or operational outcomes
Core Splunk data, searches, configuration, objects, integrations, interfaces, and security controls relevant to the topic
Design decisions, dependencies, risks, permissions, performance considerations, and governance requirements
Guided practice focused on hands-on workflows, validation scenarios, analytics, diagnostics, and troubleshooting
Testing, validation, diagnostics, troubleshooting, documentation, and operational support

Practical Activity

Run a realistic validation scenario, review logs and dashboards, diagnose an injected issue, and document corrective actions.
Capture assumptions, configuration choices, expected results, test evidence, and remediation notes in a reusable worksheet.
Review the completed exercise against security, data quality, performance, maintainability, and support-readiness criteria.

Key Takeaways

Explain the purpose and architecture of machine learning workflow, training, validation, evaluation, interpretation, and experiment tracking.
Apply the principal Splunk features and workflows required for the lesson scenario.
Validate results, identify common failure points, document decisions, and support a controlled operational outcome.

Write a Review Cancel reply

You must be logged in to post a comment.

Splunk 8.0 for Analytics and Data Science Training 1 Section4 Lessons24 Hours

Curriculum