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Deep Learning & AI Fundamentals
Master Deep Learning and AI from scratch. Build real-world projects and gain industry-relevant skills.
📊Beginner to Advanced
⏱️12 weeks
📚8 Modules
Course Modules
1
Python for AI/ML
Week 1NumPyPandasMatplotlibData Analysis
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2
Machine Learning Foundations
Week 2Linear RegressionLogistic RegressionGradient Descent
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3
Neural Networks from Scratch
Week 3PerceptronsBackpropagationTraining Deep Networks
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4
Deep Learning Frameworks
Week 4-5TensorFlowPyTorchModel BuildingTraining Pipelines
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5
Computer Vision with CNNs
Week 6-7CNNsTransfer LearningObject DetectionGANs
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6
Natural Language Processing
Week 8-9RNNsTransformersBERTLLMsFine-tuning
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7
Advanced Topics
Week 10Reinforcement LearningAutoMLExplainable AI
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8
Production ML & MLOps
Week 11-12DeploymentAPIsDockerCloudMonitoring
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What You'll Build
🖼️
Image Classifier
Build CNNs for image classification with transfer learning
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Chatbot
Create intelligent chatbots using transformers and LLMs
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Production API
Deploy ML models as scalable REST APIs
Tools & Technologies
Python
TensorFlow
PyTorch
NumPy
Pandas
Scikit-learn
Hugging Face
Docker
FastAPI
Git
Jupyter
VS Code
Ready to Start Learning?
Access all course materials, notebooks, and projects on GitHub
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