ML Development Life Cycle Diagram Template for PowerPoint & Google Slides

Description

Visualize the end-to-end ML DevOps workflow with this comprehensive life-cycle slide, featuring three interlinked circular loops for ML, Dev, and Ops. Each loop comprises five directional arrows—data ingestion, feature engineering, model training, evaluation, and deployment in the ML cycle; planning, coding, building, testing, and releasing in the Dev cycle; and provisioning, monitoring, scaling, securing, and automating in the Ops cycle—color-coded to reinforce stage distinctions. Centered icons and bold headings anchor the layout, while clean vector shapes and generous white space maintain clarity even when presenting complex processes.

Built on fully editable master slides, this template supports both 4:3 and 16:9 aspect ratios for seamless integration into PowerPoint and Google Slides. Swap theme palette colors in seconds, replace icons with industry-specific visuals, or adjust text placeholders without disrupting alignment. The gradient-filled arrows and subtle drop shadows lend modern depth, and high-resolution vectors guarantee crisp output across virtual meetings, large screens, and printed reports.

Engineered for adaptability, the modular loops can be duplicated or reordered to reflect custom workflows or additional phases. Use entrance animations to guide audiences through each cycle sequentially, or apply slide transitions to highlight hand-off points between teams. Whether you’re documenting MLOps best practices, training data science and DevOps teams, or auditing your model deployment pipeline, this slide saves design time and elevates technical storytelling.

Who is it for

Data scientists, ML engineers, DevOps and SRE teams, and engineering managers will benefit from this slide when mapping out model development pipelines, aligning cross-functional stakeholders, or training new hires on MLOps processes.

Other Uses

Repurpose this diagram for CI/CD workflow overviews, software release roadmaps, quality assurance lifecycles, or IT operations hand-off frameworks. Adjust labels to document custom toolchains, security audits, or performance monitoring strategies.