This shows you the differences between two versions of the page.
| wiki:ai:ml_lab_-3 [2025/06/06 04:36] – created ymurugesan | wiki:ai:ml_lab_-3 [2025/06/11 13:21] (current) – ymurugesan | ||
|---|---|---|---|
| Line 1: | Line 1: | ||
| - | Hands-on Lab 3: Build a Complete ML Pipeline Using AutoML and Designer | + | **Hands-on Lab 3: Build a Complete ML Pipeline Using AutoML and Designer** |
| - | 🧭 Objective | + | **🧭 Objective** |
| In this lab, you will: | In this lab, you will: | ||
| Line 11: | Line 11: | ||
| Deploy the best model | Deploy the best model | ||
| - | 🧱 Prerequisites | + | |
| + | ** | ||
| + | 🧱 Prerequisites** | ||
| An active Azure subscription | An active Azure subscription | ||
| Line 20: | Line 23: | ||
| A basic dataset (e.g., Titanic, Diabetes, or Bank Marketing) | A basic dataset (e.g., Titanic, Diabetes, or Bank Marketing) | ||
| - | ⚙️ PART 1: Create a Dataset in Azure ML | + | |
| + | ** | ||
| + | ⚙️ PART 1: Create a Dataset in Azure ML** | ||
| Go to Azure ML Studio | Go to Azure ML Studio | ||
| Line 33: | Line 39: | ||
| Confirm schema and create the dataset | Confirm schema and create the dataset | ||
| - | 🧪 PART 2: AutoML Pipeline | + | **🧪 PART 2: AutoML Pipeline** |
| 🧩 Step 1: Launch AutoML | 🧩 Step 1: Launch AutoML | ||
| In the Azure ML Studio, go to " | In the Azure ML Studio, go to " | ||
| Line 46: | Line 53: | ||
| 🧪 Step 2: Configure AutoML | 🧪 Step 2: Configure AutoML | ||
| + | |||
| Task type: Choose (e.g., Classification if using Titanic) | Task type: Choose (e.g., Classification if using Titanic) | ||
| Line 59: | Line 67: | ||
| Wait for the experiment to finish (AutoML will try many algorithms and preprocessing pipelines) | Wait for the experiment to finish (AutoML will try many algorithms and preprocessing pipelines) | ||
| - | 🧠 PART 3: Build the Same Model Using Designer | + | **🧠 PART 3: Build the Same Model Using Designer** |
| 📊 Step 1: Open Designer | 📊 Step 1: Open Designer | ||
| In Azure ML Studio, go to " | In Azure ML Studio, go to " | ||
| Line 108: | Line 117: | ||
| View metrics in Evaluate Model | View metrics in Evaluate Model | ||
| - | 🚀 PART 4: Register and Deploy the Best Model | + | ** |
| + | 🚀 PART 4: Register and Deploy the Best Model** | ||
| From AutoML results or Designer output, click " | From AutoML results or Designer output, click " | ||