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Beginner

AI Fundamentals for Beginners

Start your AI journey from zero. Learn the core concepts of artificial intelligence, machine learning basics, neural networks, and build your first model — no prior experience required.

8 modules20 hours20h estimated

Modules

1

What is AI?

Understand the difference between artificial intelligence, machine learning, and deep learning. Explore real-world applications across industries.

2 hoursarticle
2

Machine Learning Basics

Learn supervised, unsupervised, and reinforcement learning. Understand the core workflow: data collection, preprocessing, training, and evaluation.

3 hoursarticle
3

Neural Networks 101

Demystify neural networks. Learn about neurons, layers, activation functions, backpropagation, and gradient descent with intuitive visualizations.

3 hoursarticle
4

Python for AI

Master the essential Python libraries: NumPy, Pandas, Matplotlib, and Scikit-learn. Write clean, efficient data science code.

3 hoursarticle
5

Your First Model

Build and train your first machine learning model end-to-end. From data loading to prediction, with a real dataset.

3 hoursarticle
6

Model Evaluation

Learn accuracy, precision, recall, F1-score, and AUC-ROC. Understand overfitting, underfitting, and cross-validation strategies.

2 hoursarticle
7

Cloud Deployment Basics

Deploy your trained model to the cloud using AWS SageMaker, Azure ML, or Google Vertex AI. Learn about APIs and model serving.

2 hoursarticle
8

Next Steps

Explore advanced topics and choose your specialization. Introduction to deep learning, NLP, computer vision, and MLOps pathways.

2 hoursarticle