Python for AI

  1. Model Deployment and Production
    1. Model Serialization and Persistence
      1. Serialization Formats
        1. Pickle
          1. Pickle Protocol
            1. Security Considerations
              1. Pickle Limitations
              2. Joblib
                1. Efficient Serialization
                  1. Compression Options
                    1. Parallel Processing Support
                  2. Framework-specific Formats
                    1. TensorFlow SavedModel
                      1. Model Structure
                        1. Signature Definition
                          1. Asset Management
                          2. Keras H5 Format
                            1. Model Architecture
                              1. Weights Storage
                                1. Custom Objects
                                2. PyTorch State Dictionary
                                  1. Model Parameters
                                    1. Optimizer State
                                      1. Custom Serialization
                                    2. Model Versioning
                                      1. Version Control Strategies
                                        1. Model Registry
                                          1. Metadata Management
                                        2. API Development for ML Models
                                          1. REST API Fundamentals
                                            1. HTTP Methods
                                              1. Request and Response Formats
                                                1. Status Codes
                                                  1. API Design Principles
                                                  2. Flask for ML APIs
                                                    1. Flask Application Structure
                                                      1. Route Definition
                                                        1. Request Handling
                                                          1. Response Generation
                                                            1. Error Handling
                                                              1. Model Loading and Inference
                                                                1. Input Validation
                                                                  1. JSON Serialization
                                                                  2. FastAPI for ML APIs
                                                                    1. FastAPI Features
                                                                      1. Automatic Documentation
                                                                        1. Type Hints
                                                                          1. Pydantic Models
                                                                            1. Asynchronous Endpoints
                                                                              1. Dependency Injection
                                                                                1. Background Tasks
                                                                                  1. File Upload Handling
                                                                                  2. API Testing
                                                                                    1. Unit Testing APIs
                                                                                      1. Integration Testing
                                                                                        1. Load Testing
                                                                                          1. API Documentation
                                                                                        2. Containerization with Docker
                                                                                          1. Docker Fundamentals
                                                                                            1. Container Concepts
                                                                                              1. Docker Architecture
                                                                                                1. Images and Containers
                                                                                                  1. Docker Registry
                                                                                                  2. Dockerfile Creation
                                                                                                    1. Base Image Selection
                                                                                                      1. Dependency Installation
                                                                                                        1. Code Copying
                                                                                                          1. Environment Variables
                                                                                                            1. Port Exposure
                                                                                                              1. Entry Point Definition
                                                                                                              2. Docker Operations
                                                                                                                1. Building Images
                                                                                                                  1. Running Containers
                                                                                                                    1. Container Management
                                                                                                                      1. Volume Mounting
                                                                                                                        1. Network Configuration
                                                                                                                        2. Docker Best Practices
                                                                                                                          1. Multi-stage Builds
                                                                                                                            1. Layer Optimization
                                                                                                                              1. Security Considerations
                                                                                                                                1. Image Size Optimization
                                                                                                                                2. Docker Compose
                                                                                                                                  1. Service Definition
                                                                                                                                    1. Multi-container Applications
                                                                                                                                      1. Environment Configuration
                                                                                                                                        1. Service Dependencies
                                                                                                                                      2. Cloud Deployment
                                                                                                                                        1. Cloud Platform Overview
                                                                                                                                          1. Infrastructure as a Service
                                                                                                                                            1. Platform as a Service
                                                                                                                                              1. Software as a Service
                                                                                                                                                1. Serverless Computing
                                                                                                                                                2. Amazon Web Services
                                                                                                                                                  1. EC2 for Model Hosting
                                                                                                                                                    1. S3 for Data Storage
                                                                                                                                                      1. SageMaker
                                                                                                                                                        1. Training Jobs
                                                                                                                                                          1. Model Endpoints
                                                                                                                                                            1. Batch Transform
                                                                                                                                                            2. Lambda for Serverless Inference
                                                                                                                                                              1. API Gateway
                                                                                                                                                              2. Google Cloud Platform
                                                                                                                                                                1. Compute Engine
                                                                                                                                                                  1. Cloud Storage
                                                                                                                                                                    1. AI Platform
                                                                                                                                                                      1. Training Service
                                                                                                                                                                        1. Prediction Service
                                                                                                                                                                          1. Notebooks
                                                                                                                                                                          2. Cloud Functions
                                                                                                                                                                            1. Cloud Run
                                                                                                                                                                            2. Microsoft Azure
                                                                                                                                                                              1. Virtual Machines
                                                                                                                                                                                1. Blob Storage
                                                                                                                                                                                  1. Azure Machine Learning
                                                                                                                                                                                    1. Compute Instances
                                                                                                                                                                                      1. Model Deployment
                                                                                                                                                                                        1. Automated ML
                                                                                                                                                                                        2. Azure Functions
                                                                                                                                                                                          1. Container Instances
                                                                                                                                                                                          2. Cloud-native ML Services
                                                                                                                                                                                            1. Managed Notebook Services
                                                                                                                                                                                              1. AutoML Services
                                                                                                                                                                                                1. Pre-trained APIs
                                                                                                                                                                                                  1. Model Monitoring Services
                                                                                                                                                                                                2. MLOps and Production Considerations
                                                                                                                                                                                                  1. MLOps Principles
                                                                                                                                                                                                    1. Continuous Integration
                                                                                                                                                                                                      1. Continuous Deployment
                                                                                                                                                                                                        1. Model Monitoring
                                                                                                                                                                                                          1. Data Versioning
                                                                                                                                                                                                            1. Experiment Tracking
                                                                                                                                                                                                            2. Model Monitoring
                                                                                                                                                                                                              1. Performance Monitoring
                                                                                                                                                                                                                1. Data Drift Detection
                                                                                                                                                                                                                  1. Model Drift Detection
                                                                                                                                                                                                                    1. Alert Systems
                                                                                                                                                                                                                    2. Scalability Considerations
                                                                                                                                                                                                                      1. Horizontal Scaling
                                                                                                                                                                                                                        1. Vertical Scaling
                                                                                                                                                                                                                          1. Load Balancing
                                                                                                                                                                                                                            1. Caching Strategies
                                                                                                                                                                                                                            2. Security in ML Systems
                                                                                                                                                                                                                              1. Data Privacy
                                                                                                                                                                                                                                1. Model Security
                                                                                                                                                                                                                                  1. Access Control
                                                                                                                                                                                                                                    1. Encryption
                                                                                                                                                                                                                                    2. Production Best Practices
                                                                                                                                                                                                                                      1. Error Handling
                                                                                                                                                                                                                                        1. Logging
                                                                                                                                                                                                                                          1. Health Checks
                                                                                                                                                                                                                                            1. Graceful Degradation
                                                                                                                                                                                                                                              1. A/B Testing for Models

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                                                                                                                                                                                                                                          1. Python Fundamentals for AI