Welcome to the Python for Machine Learning course! This comprehensive guide will help you master the essential skills needed to become a proficient machine learning engineer. Whether you're a beginner or have some experience with programming, this course is designed to take you from the basics to advanced concepts in machine learning.
Course Overview
- Duration: 12 weeks
- Pre-requisites: Basic Python programming knowledge
- Instructor: John Doe
- Course Fee: $299
What You Will Learn
- Python Basics: Learn the fundamentals of Python programming, including variables, data types, control structures, and functions.
- Data Manipulation: Master the art of data manipulation using libraries like Pandas and NumPy.
- Data Visualization: Understand how to visualize data using Matplotlib and Seaborn.
- Machine Learning Fundamentals: Explore the core concepts of machine learning, including supervised and unsupervised learning, model evaluation, and model selection.
- Deep Learning: Dive into the world of deep learning with TensorFlow and Keras.
- Real-world Projects: Work on practical projects to apply your knowledge and skills.
Course Content
- Week 1: Introduction to Python
- Week 2: Python Data Structures
- Week 3: Python Functions and Modules
- Week 4: Python File Handling
- Week 5: Introduction to Data Manipulation
- Week 6: Data Visualization with Matplotlib and Seaborn
- Week 7: Introduction to Machine Learning
- Week 8: Supervised Learning: Regression and Classification
- Week 9: Unsupervised Learning: Clustering and Dimensionality Reduction
- Week 10: Model Evaluation and Model Selection
- Week 11: Introduction to Deep Learning
- Week 12: Real-world Projects
Prerequisites
- Basic understanding of programming concepts
- Familiarity with Python programming
- Basic knowledge of statistics and mathematics
Resources
- Python Documentation
- Pandas Documentation
- NumPy Documentation
- Matplotlib Documentation
- Seaborn Documentation
- TensorFlow Documentation
- Keras Documentation
Enroll Now
Ready to embark on your journey to becoming a machine learning expert? Enroll in our Python for Machine Learning course today and start learning the skills you need to succeed in the field of machine learning!
Python Machine Learning