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1.A conversation with Andrew Ng, Robert Crowe and Laurence Moroney
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2. Introduction to Model Serving
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Lab
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3. Introduction to Model Serving Infrastructure
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Lab
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4.Installing TensorFlow Serving
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Lab
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1.Model Serving Architecture
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Lab
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Lab_ Intro to Kubernetes
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3.Online Inference
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Lab - Latency testing with Docker Compose and Locust
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4.Data Preprocessing
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5.Batch Inference Scenarios
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6.Batch Processing with ETL
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Lab
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1.ML Experiments Management and Workflow Automation
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2.MLOps Methodology
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Lab
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Lab
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1.Model Monitoring and Logging
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2.Model Decay
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3.GDPR and Privacy
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4.Specialization recap and farewell
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1. The Machine Learning Project Lifecycle
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2. Development
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assets
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images
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1. Select and Training a Model
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2. Error analysis and performance auditing
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3. Data iteration
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Week 2 Lab
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history-augmented
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history-balanced
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history-imbalanced
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model-augmented
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variables
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model-balanced
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variables
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model-imbalanced
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variables
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sample_data
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1. Define Data and Establish Baseline
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2. Label and orgnaize Data
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Quiz
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3. Scoping (optional)
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assets
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data
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Week 1
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1. Introduction to Machine Learning Engineering in Production
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2. Collecting data
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3. Labeling Data
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4. Validating Data
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Assignments
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dataset_diabetes
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Week 1 Lab
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data
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img
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1. Feature Engineering
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2. Feature Transformation at Scale
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3. Feature Selection
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Assignments
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data
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Week 2 Lab
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data
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census_data
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img
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1. Data Journey and Data Storage
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2. Evolving Data
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3. Enterprise Data Storage
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Assignments
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Week 3 Lab
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census_data
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images
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1. Advanced Labeling (optional)
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2. Data Augmentation (Optional)
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3. Preprocessing Different Data Type (Optional)
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Week 4 Lab
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Week 1
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1. Hyperparameter tuning searching for the best architecture
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2. Auto ML
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Week 1 Lab
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1. Dimentionality Reduction
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untitled folder
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2. Quantization and Pruning
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Week 2 Lab
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1. High-Performance Modeling
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2. Knowledge Distillation
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Week 3 Lab
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1. Model Analysis Overview
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2. Advanced Model Analysis and Debugging
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3. Continuous Evaluation and Monitoring
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Week 4 Lab
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Explainable AI
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Interpretability
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Understanding Model Predictions
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Week 5 Lab
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