Getting Started

Beginner 30 min
5 Steps

Your First Machine Learning Project

Learn the basics of AIMU by creating your first machine learning model from data import to predictions.

Data Import Model Training Predictions
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Beginner 20 min
4 Steps

Setting Up Your AIMU Environment

Complete setup guide covering installation, configuration, and your first project workspace.

Installation Configuration Workspace
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Data Preparation

Intermediate 45 min
7 Steps

Advanced Data Preprocessing Techniques

Master feature engineering, handling missing data, and data transformation for optimal model performance.

Feature Engineering Missing Data Transformation
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Beginner 25 min
5 Steps

Data Import and Exploration

Learn how to import various data formats and perform exploratory data analysis in AIMU.

Data Import EDA Visualization
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Model Building

Intermediate 60 min
8 Steps

Building Deep Learning Models

Comprehensive guide to creating CNN, LSTM, and GRU models for various applications.

CNN LSTM GRU
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Beginner 40 min
6 Steps

Traditional ML Algorithms Guide

Learn to implement and tune Random Forest, SVM, and other classical machine learning algorithms.

Random Forest SVM Hyperparameter Tuning
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Advanced Features

Advanced 90 min
10 Steps

GIS Integration and Spatial Analysis

Master AIMU's geospatial capabilities including multi-raster sampling and spatial correlation analysis.

GIS Spatial Analysis Multi-Raster
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Intermediate 50 min
7 Steps

Automated Hyperparameter Optimization

Learn to use AIMU's automated tuning capabilities for optimal model performance.

AutoML Grid Search Bayesian Optimization
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Deployment & Production

Advanced 75 min
9 Steps

Model Deployment and Monitoring

Complete guide to deploying models in production environments with monitoring and maintenance.

Deployment Monitoring Maintenance
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Intermediate 35 min
6 Steps

Common Issues and Troubleshooting

Identify and resolve common problems in AIMU projects with practical solutions.

Debugging Performance Error Handling
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