Transfer Learning | Mastery Hub USA

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AI & Machine Learning Bootcamp

Introduction to AI & Python Refresher

AI landscape
Python review
Jupyter notebooks
Section summary
Quiz

Data Handling & Visualization

Data Manipulation with NumPy & Pandas
Data Visualization with Matplotlib
Advanced Visualization with Seaborn
Section summary
Quiz

Statistics & Probability for Machine Learning

Introduction
Descriptive Statistics
Probability Distributions
Hypothesis Testing
Section summary
Quiz

Supervised Learning

Introduction
Linear Regression
Dimensionality Reduction Techniques
k‑Nearest Neighbors (k‑NN)
Section summary
Quiz

Model Evaluation & Tuning

Introduction
Evaluation Metrics
Cross‑Validation
Hyperparameter Tuning
Section summary
Quiz

Unsupervised Learning

Introduction
Clustering
Dimensionality Reduction
Section summary
Quiz

Introduction to Neural Networks

Introduction
Neural Network Basics
TensorFlow Introduction
Section summary
Quiz

Deep Learning Techniques

Introduction
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks (RNNs)
Transfer Learning
Section summary
Quiz

Advanced Machine Learning Topics

Introduction
NLP
Time‑Series Forecasting
Recommendation Systems
Section summary
Quiz

Model Deployment

Introduction
Serving Models with Flask
Containerization with Docker
Cloud Deployment: AWS & GCP
Section summary
Quiz

Ethics & Responsible AI

Introduction
Bias in AI
Fairness
Interpretability
Section summary
Quiz

Final Exam

Practice Exam
Final Exam

Transfer Learning

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