✅ Complete Roadmap to Master Artificial Intelligence in 3 Months

Month 1: Foundations

• Week 1: AI basics
– What artificial intelligence is
– AI vs machine learning vs deep learning
– Real business use cases
Outcome: You know where AI fits in real products.

• Week 2: Math and logic essentials
– Linear algebra basics, vectors, matrices
– Probability and statistics basics
– Cost functions and optimization idea
Outcome: You understand how models learn.

• Week 3: Python for AI
– Python syntax for analysis
– NumPy arrays and operations
– Pandas for data handling
Outcome: You work with data confidently.

• Week 4: Data preparation
– Data cleaning and preprocessing
– Handling missing values and outliers
– Feature selection basics
Outcome: Your data is model ready.

Month 2: Machine Learning Core

• Week 5: Supervised learning
– Linear and logistic regression
– Decision trees and random forest
– Model evaluation, accuracy, precision, recall
Outcome: You build prediction models.

• Week 6: Unsupervised learning
– K-means clustering
– Hierarchical clustering
– PCA with real examples
Outcome: You find patterns in data.

• Week 7: Model improvement
– Overfitting and underfitting
– Cross validation
– Hyperparameter tuning
Outcome: Your models perform better.

• Week 8: Intro to deep learning
– Neural network basics
– Activation functions
– Backpropagation concept
Outcome: You understand how deep models work.

Month 3: Applied AI and Job Prep

• Week 9: Deep learning tools
– TensorFlow or PyTorch basics
– Build a simple neural network
– Train and test models
Outcome: You build neural models.

• Week 10: Real world AI project
– Choose use case, spam detection or sales prediction
– Data prep, model training, evaluation
– Simple deployment demo
Outcome: One strong AI project.

• Week 11: Interview preparation
– Machine learning theory questions
– Model selection questions
– Project explanation flow
Outcome: You answer with clarity.

• Week 12: Resume and practice
– AI focused resume
– GitHub with notebooks and projects
– Daily problem solving
Outcome: You are AI job ready.

Practice platforms: Kaggle, Google Colab, Scikit-learn docs

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