Expert
Machine Learning Certificate Course
Curriculum
- 7 Sections
- 22 Lessons
- 0 Quizzes
- 0 Google Meets
- 120h Duration
Introduction to Machine Learning
4 Lessons0 Quizzes0 Google Meets
- Overview of Machine Learning
- Review of Linear Algebra and Statistics for Machine Learning
- Programming Setup
- First Project
Supervised Learning
4 Lessons0 Quizzes0 Google Meets
- Regression Analysis
- Classification Algorithms
- Model Evaluation Metrics
- Project
Ensemble Methods and Advanced Supervised Learning
3 Lessons0 Quizzes0 Google Meets
- Ensemble Techniques
- Hyperparameter Tuning
- Project
Unsupervised Learning
4 Lessons0 Quizzes0 Google Meets
- Clustering Algorithms
- Dimensionality Reduction
- Anomaly Detection
- Project: Segment customers or identify patterns in an unlabeled dataset
Deep Learning Basics
4 Lessons0 Quizzes0 Google Meets
- Neural Networks Overview
- Hands-on with TensorFlow and Keras
- Convolutional Neural Networks (CNNs)
- Project
Model Deployment and Real-World Applications
3 Lessons0 Quizzes0 Google Meets
- Model Deployment
- Machine Learning in the Cloud
- Project
Capstone Project and Presentation
0 Lessons0 Quizzes0 Google Meets
