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IntermediatePythonTensorFlowPyTorch
AI & Machine Learning
Master AI/ML fundamentals and deep learning. Build real models from scratch using Python.
36 steps4 monthsHighly recommended
Learning Path
1
Prerequisites
4 topicsPython Fundamentals
NumPy & Pandas
Data Visualization (Matplotlib, Seaborn)
Linear Algebra & Statistics
2
Machine Learning
4 topicsSupervised Learning (Sklearn)
Unsupervised Learning
Model Evaluation & Metrics
Feature Engineering
3
Deep Learning
4 topicsNeural Network Fundamentals
TensorFlow / Keras
PyTorch Basics
CNNs for Image Recognition
4
Advanced
4 topicsTransformers & Attention
Fine-tuning LLMs
LangChain & RAG
MLOps & Model Deployment
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Roadmap Stats
Total Steps36
Duration4 months
DifficultyIntermediate
Phases4