Professional full-stack web development course.
This comprehensive program takes you from the fundamentals of machine learning to building and deploying production-grade AI systems.…

Learning goals
- Build and train neural networks from scratch in Python.
- Master TensorFlow, PyTorch and scikit-learn workflows.
- Fine-tune large language models and generative AI
- Build a career-ready portfolio of 8 deployed projects.
- Deploy machine learning models to production with MLOps
- Work with real datasets: cleaning, features and pipelines
- Evaluate models with the right metrics and validation
- Understand the math behind gradient descent and backprop
Skills you'll gain
Course description
This comprehensive program takes you from the fundamentals of machine learning to building and deploying production-grade AI systems. You’ll write real code from day one — training models, tuning hyperparameters and shipping them to the cloud.
Through 12 modules and 8 capstone projects, you’ll develop the intuition and practical skills employers look for. By the end you’ll have a portfolio of deployed AI applications and a recognized certificate to prove it.
Requirements
- Basic programming knowledge (any language) is helpful but not required
- A computer with internet access — no expensive GPU needed
- No programming experience required
- Python installation recommended
- Google Colab or Jupyter Notebook access
Intended audience
- Aspiring ML engineers who want a structured, project-based path
- Developers looking to add AI skills to their toolkit
- Data analysts moving into machine learning roles
- Students and career-changers building a portfolio
Course curriculum
01 Course Introduction
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Welcome to the Course
13:50 -
How WordPress Works
10:00 -
Development Environment
3:50
02 WordPress Fundamentals
-
WordPress File Structure
4:50 -
Database Overview
5:20 -
Understanding the Theme System
6:25
03 Creating Your First Theme
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Required Theme Files
3:55 -
Theme Headers
10:45 -
Activating Your Theme
2:50
04 Template Hierarchy
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Template Hierarchy Explained
12:30 -
Main Template Files
5:10 -
Create Template Parts
6:35
05 The WordPress Loop
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Understanding The Loop
5:50 -
WordPress Custom Queries
15:50 -
Global Pagination
10:12
06 Header, Footer & Navigation
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Building theme Header
12:59 -
Navigation Menus
8:52 -
Footer Development
14:50
Meet your instructor
Edward Collins
UX/UI DesignerEmmielar is a Lead AI Engineer with over a decade building machine learning systems at scale. He has trained 140,000+ students worldwide and specializes in making complex.
Student reviews
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