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โ‚ฌ99

AutoML-Toolbox Matlab

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AutoML-Toolbox Matlab

โ‚ฌ99

AutoML Toolbox for MATLAB ๐Ÿš€

One-Time Purchase | Full Features Unlocked | No Subscriptions

Transform your MATLAB machine learning workflows with this all-in-one automated pipeline.
Perfect for data scientists, researchers, and engineers who want to save 10+ hours/week on repetitive ML tasks.


## What This Toolbox Does

Imagine a robot assistant for your machine learning work ๐Ÿค–

1. You Give It Data

- Feed it your spreadsheet/CSV file (e.g., customer data, sensor readings)

- Tell it what to predict (e.g., "Will this customer churn?")

2. It Handles the Hard Parts

- Cleans messy data (fixes missing values, scales numbers)

- Tests 100+ model combinations automatically

- Picks the best settings (no manual tuning needed)

3. You Get Results

- Accuracy scores and charts ๐Ÿ“Š

- Ready-to-use model files

- Option to deploy to cloud with one click โ˜๏ธ

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### Why Itโ€™s Useful

| Without This Toolbox | With This Toolbox |

|------------------------------------|---------------------------------------|

| โŒ Manually cleaning data for hours | โœ… Auto-cleaning in 2 clicks |

| โŒ Trial-and-error tuning | โœ… Optimized models automatically |

| โŒ Coding everything from scratch | โœ… Works like an "Easy Mode" button |

---

### Simple Example

```matlab

% Step 1: Load your data

data = readtable('sales_data.csv');

% Step 2: Run everything with one command

results = runAutoMLPipeline(data, 'WillBuyAgain');

% Step 3: See the best model's performance

disp(results.BestModel.Accuracy);

```

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### Who Itโ€™s For

โœ” Data Scientists โ€“ Skip repetitive coding

โœ” Researchers โ€“ Faster experiments

โœ” Students โ€“ Learn ML without frustration

โœ” Companies โ€“ Standardize ML workflows

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### Key Benefits

๐Ÿ”น Time Saver โ€“ Cuts weeks of work to days

๐Ÿ”น No PhD Needed โ€“ Works out-of-the-box

๐Ÿ”น All-in-One โ€“ From raw data to predictions

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### Technical Requirements

- MATLAB installed (like needing Word to open a .docx file)

- Basic dataset (Excel/CSV files work)


๐Ÿ”‘ Key Features

โœ… Automated Data Preprocessing

  • Handle missing data (median/mode imputation)
  • Smart feature scaling (robust/z-score)
  • Categorical encoding (one-hot/target)

โœ… Hyperparameter Tuning

  • Bayesian optimization for Random Forest/Gradient Boosting
  • 3x faster convergence vs manual tuning

โœ… Model Evaluation Suite

  • Accuracy, F1-Score, ROC curves, confusion matrices
  • Exportable PDF/HTML reports

โœ… Cloud Deployment

  • 1-click deployment to AWS SageMaker
  • Docker container support

โœ… MIT License

  • Use commercially forever after purchase

๐Ÿ›’ What You Get

  • Instant access to zip including all files.

    ๐Ÿ’ป Installation
    1. Extract zip somewhere.
    2. Run Setup:matlab
      run('path/to/toolboxSetup.m');  
    3. Start Using:matlab
      results = runAutoMLPipeline(data, labels);  

  • Q: What MATLAB versions are supported?
    A: R2020b and newer

    ๐Ÿ”’ LegalNot affiliated with MathWorksยฎ. Requires valid MATLAB license. Redistribution prohibited.
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Instant access to toolbox. Detailed documentation

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