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Full Stack AI and Data Science Professional
Chapters

1Foundations of AI and Data Science

2Python for Data and AI

3Math for Machine Learning

4Data Acquisition and Wrangling

5SQL and Data Warehousing

6Exploratory Data Analysis and Visualization

7Supervised Learning

8Unsupervised Learning and Recommendation

9Deep Learning and Neural Networks

10NLP and Large Language Models

11MLOps and Model Deployment

Reproducible pipelinesData versioningExperiment trackingFeature storesModel packagingCI/CD for MLModel serving patternsREST and gRPC APIsBatch vs real‑time scoringMonitoring and driftA/B and shadow deploymentsModel registryGovernance and approvalsCost managementSecurity for ML systems

12Data Engineering and Cloud Pipelines

Courses/Full Stack AI and Data Science Professional/MLOps and Model Deployment

MLOps and Model Deployment

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Productionizing models with robust pipelines, CI/CD, monitoring, and governance.

Content

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Reproducible pipelines

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