[From Beginner to Pro] Machine Learning
15 Lessons
1h 51m
Transform from a beginner to an expert in machine learning with this comprehensive course. Covering fundamentals like supervised and unsupervised learning, neural networks, and deep learning, this course offers hands-on projects and real-world examples to ...
Share this curriculum with social communities!
Curriculum Outline
Total 3 Chapters
Overview of Machine Learning and AI
06:39
Setting Up Your Python Environment
08:21
Introduction to Machine Learning Libraries
06:51
Basic Concepts: Features, Labels, and Datasets
07:07
Data Preprocessing and Cleaning Techniques
08:22
Chapter Quiz
Supervised Learning: Regression Techniques
08:39
Supervised Learning: Classification Methods
06:23
Unsupervised Learning: Clustering Algorithms
07:12
Unsupervised Learning: PCA and Anomaly Detection
06:19
Chapter Quiz
Basics of Neural Networks
06:19
Understanding Backpropagation
07:08
Building Neural Networks with Python
07:30
Introduction to Deep Learning Concepts
08:13
Implementing Convolutional Neural Networks (CNNs)
08:13
Using Recurrent Neural Networks (RNNs）
07:15
Chapter Quiz
Final Quiz
What you will learn
Build and train ML models using Python programming language
Apply machine learning methods to real-world datasets effectively
Optimize and evaluate the performance of various ML models
Master supervised and unsupervised learning techniques thoroughly
This curriculum is designed for
Beginners in machine learning seeking comprehensive knowledge
Data enthusiasts wanting to gain practical ML skills quickly
Professionals seeking to enhance their ML capabilities
Individuals interested in developing impactful AI solutions
Anyone aiming to understand and apply neural networks
Skills you can acquire
Deep Learning
Python
Artificial intelligence
Machine Learning
Creator
Hi, I'm John Smith, a programming teacher with over a decade of experience. When I'm not coding, I enjoy hiking, brewing coffee, and exploring new tech. I hope we could code and conquer together.
Get help from our supportive community
Stay inspired and motivated with the community.
Get all your questions answered — no matter how big or small.
Share your achievements and celebrate with us.
