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POLICY UPDATE: Senior leaders from the world’s leading research..
Deep Learning & AI TensorFlow Developer: Full Certification Course
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Course Content
Introduction to Python and Machine Learning
Python Basics
Introduction to NumPy and Pandas
Matplotlib & Seaborn
Introduction to Machine Learning
Installation of TensorFlow
Introduction to Deep Learning
Neural Networks Basics
Deep Neural Networks (DNNs)
Loss Functions
Gradient Descent
TensorFlow Basics
Introduction to TensorFlow
TensorFlow Data Structures
Building a Basic Neural Network
Introduction to Keras
Advanced Deep Learning Architectures
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks (RNNs)
Autoencoders
Generative Adversarial Networks (GANs)
Model Training and Optimization
Overfitting and Underfitting
Batch Normalization
Advanced Optimization Algorithms
Learning Rate Schedules
Deep Learning for Image Recognition
Image Preprocessing
CNN for Image Classification
Transfer Learning
Object Detection and Localization
Deep Learning for Natural Language Processing (NLP)
Text Preprocessing
Word Embeddings
RNNs and LSTMs for Text Generation
Transformer Models
Reinforcement Learning (RL)
Introduction to Reinforcement Learning
Q-learning
Deep Q Networks (DQN)
Policy Gradients and Actor-Critic Methods
Model Deployment and Production
Model Serialization
Building REST APIs with Flask or FastAPI
Serving Models with TensorFlow Serving
Cloud Deployment
Monitoring and Updating Models
Capstone Project
Project Scope
Data Collection and Preprocessing
Model Development
Model Evaluation
Deployment
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