Data Planning, Strategy, and Compliance for AI Initiatives

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 01 - Introduction
• 01 - Welcome to this course.mp4 (2.6 MB)
• 01 - Welcome to this course.srt (1.3 KB)
• 02 - Things you should know.mp4 (1.4 MB)
• 02 - Things you should know.srt (1.7 KB)
02 - 1. Data Collection Fundamentals
• 01 - Identifying data sources.mp4 (12.0 MB)
• 01 - Identifying data sources.srt (10.5 KB)
• 02 - Structured, semi-structured, and unstructured data collection.mp4 (14.4 MB)
• 02 - Structured, semi-structured, and unstructured data collection.srt (11.8 KB)
• 03 - Data sampling techniques and statistical considerations.mp4 (8.8 MB)
• 03 - Data sampling techniques and statistical considerations.srt (7.7 KB)
• 04 - Workflows for automated data collection.mp4 (13.1 MB)
• 04 - Workflows for automated data collection.srt (10.2 KB)
• 05 - Challenge Identify relevant data collection metrics.mp4 (474.1 KB)
• 05 - Challenge Identify relevant data collection metrics.srt (0.4 KB)
• 06 - Solution Identify relevant data collection metrics.mp4 (984.0 KB)
• 06 - Solution Identify relevant data collection metrics.srt (0.9 KB)
03 - 2. Data Quality Frameworks
• 01 - Data quality metrics.mp4 (7.2 MB)
• 01 - Data quality metrics.srt (5.9 KB)
• 02 - Data validation and verification procedures.mp4 (5.1 MB)
• 02 - Data validation and verification procedures.srt (4.7 KB)
• 03 - Error detection and correction methodologies.mp4 (8.1 MB)
• 03 - Error detection and correction methodologies.srt (7.0 KB)
• 04 - Challenge Data quality assessment.mp4 (373.2 KB)
• 04 - Challenge Data quality assessment.srt (0.3 KB)
• 05 - Solution Data quality assessment.mp4 (520.1 KB)
• 05 - Solution Data quality assessment.srt (0.4 KB)
04 - 3. Data Preparation
• 01 - Data normalization and standardization.mp4 (11.0 MB)
• 01 - Data normalization and standardization.srt (9.2 KB)
• 02 - Handling missing data and outliers.mp4 (11.0 MB)
• 02 - Handling missing data and outliers.srt (10.3 KB)
• 03 - Data augmentation techniques.mp4 (10.5 MB)
• 03 - Data augmentation techniques.srt (7.4 KB)
• 04 - Feature engineering and selection.mp4 (12.3 MB)
• 04 - Feature engineering and selection.srt (9.9 KB)
• 05 - Challenge Engineer features.mp4 (416.3 KB)
• 05 - Challenge Engineer features.srt (0.2 KB)
• 06 - Solution Engineer features.mp4 (1.6 MB)
• 06 - Solution Engineer features.srt (1.5 KB)
05 - 4. AI Storage Systems
• 01 - Types of storage systems Object storage.mp4 (8.7 MB)
• 01 - Types of storage systems Object storage.srt (6.9 KB)
• 02 - Types of storage systems Block and file storage.mp4 (8.5 MB)
• 02 - Types of storage systems Block and file storage.srt (7.1 KB)
• 03 - Types of storage systems Databases.mp4 (17.9 MB)
• 03 - Types of storage systems Databases.srt (14.9 KB)
• 04 - Challenge Storage system selection.mp4 (629.5 KB)
• 04 - Challenge Storage system selection.srt (0.5 KB)
• 05 - Solution Storage system selection.mp4 (630.1 KB)
• 05 - Solution Storage system selection.srt (0.5 KB)
06 - 5. AI Processing Infrastructure
• 01 - Batch processing systems.mp4 (7.7 MB)
• 01 - Batch processing systems.srt (7.9 KB)
• 02 - Stream processing systems.mp4 (12.7 MB)
• 02 - Stream processing systems.srt (12.8 KB)
• 03 - Scaling AI processing.mp4 (14.5 MB)
• 03 - Scaling AI processing.srt (13.4 KB)
• 04 - Challenge Choosing a framework.mp4 (601.5 KB)
• 04 - Challenge Choosing a framework.srt (0.4 KB)
• 05 - Solution Choosing a framework.mp4 (431.0 KB)
• 05 - Solution Choosing a framework.srt (0.4 KB)
07 - 6. Optimizing AI Process Workflows
• 01 - Metadata management.mp4 (11.7 MB)
• 01 - Metadata management.srt (10.3 KB)
• 02 - Feature stores.mp4 (10.9 MB)
• 02 - Feature stores.srt (9.9 KB)
• 03 - Caching.mp4 (8.6 MB)
• 03 - Caching.srt (8.1 KB)
• 04 - Challenge Feature store capabilities.mp4 (589.4 KB)
• 04 - Challenge Feature store capabilities.srt (0.4 KB)
• 05 - Solution Feature store capabilities.mp4 (1.0 MB)
• 05 - Solution Feature store capabilities.srt (0.8 KB)
08 - 7. Real-Time Data Processing for AI Applications
• 01 - Event-driven architectures.mp4 (10.9 MB)
• 01 - Event-driven architectures.srt (10.6 KB)
• 02 - Real-time data integration patterns.mp4 (17.7 MB)
• 02 - Real-time data integration patterns.srt (15.9 KB)
• 03 - Monitoring and alerting systems.mp4 (14.9 MB)
• 03 - Monitoring and alerting systems.srt (12.4 KB)
• 04 - Challenge Architecture patterns.mp4 (625.4 KB)
• 04 - Challenge Architecture patterns.srt (0.5 KB)
• 05 - Solution Architecture patterns.mp4 (636.6 KB)
• 05 - Solution Architecture patterns.srt (0.6 KB)
09 - 8. Secure Data Management for AI Implementation
• 01 - Security compliance and regulation.mp4 (11.9 MB)
• 01 - Security compliance and regulation.srt (11.8 KB)
• 02 - Privacy-preserving AI methods.mp4 (9.7 MB)
• 02 - Privacy-preserving AI methods.srt (8.0 KB)
• 03 - Data governance frameworks.mp4 (11.0 MB)
• 03 - Data governance frameworks.srt (10.5 KB)
• 04 - Audit trails and logging.mp4 (8.7 MB)
• 04 - Audit trails and logging.srt (6.9 KB)
• 05 - Challenge Privacy-preserving methods.mp4 (867.4 KB)
• 05 - Challenge Privacy-preserving methods.srt (0.7 KB)
• 06 - Solution Privacy-preserving methods.mp4 (758.4 KB)
• 06 - Solution Privacy-preserving methods.srt (0.8 KB)
10 - 9. Ethical Considerations
• 01 - AI ethics and responsible data use.mp4 (7.5 MB)
• 01 - AI ethics and responsible data use.srt (5.3 KB)
• 02 - Transparency and explainability.mp4 (10.8 MB)
• 02 - Transparency and explainability.srt (9.5 KB)
• 03 - Ethical guidelines and standards.mp4 (8.8 MB)
• 03 - Ethical guidelines and standards.srt (8.6 KB)
• 04 - Challenge Ethical principles.mp4 (502.9 KB)
• 04 - Challenge Ethical principles.srt (0.4 KB)
• 05 - Solution Ethical principles.mp4 (800.9 KB)
• 05 - Solution Ethical principles.srt (0.6 KB)
11 - Conclusion
• 01 - Next steps.mp4 (1.0 MB)
• 01 - Next steps.srt (0.9 KB)
• Bonus Resources.txt (0.1 KB)