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AI TRADE SCHOOL

AI Training Course

Complete 8-Week Curriculum | 16 Sessions

🎓 Welcome to AI Trade School

Start Your Journey Here

🎯
Course Introduction
Meet Your Instructor & Get Started

Welcome to the AI Training Course! Learn about your instructor, discover what you'll master over 8 weeks, and understand the journey ahead. This introduction sets the foundation for your AI education.

OVERVIEW FOUNDATIONS GET STARTED

📚 Week 1: Fundamentals

Understanding AI Through Building

A
Session 1A
Understanding AI Through Building

Learn what AI really is: machines learning patterns from data. Explore three types of AI and real career stories of people who built their success through AI fundamentals.

TEACHING BUILDING SHOWCASE
B
Session 1B
Data Quality Fundamentals

Discover why data quality determines AI success. Learn the three pillars of good data: completeness, accuracy, and consistency. See how bad data breaks AI.

TEACHING BUILDING SHOWCASE

🔍 Week 2: Data Engineering

How to Prepare Data for AI

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Session 2A
Data Collection & Cleaning

Master the art of gathering and preparing raw data. Learn techniques to handle missing values, remove duplicates, and standardize formats for AI models.

TEACHING BUILDING SHOWCASE
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Session 2B
Data Organization & Storage

Understand how to structure and store data efficiently. Explore databases, data warehouses, and the importance of proper documentation.

TEACHING BUILDING SHOWCASE

🤖 Week 3: AI Models & Training

How AI Systems Learn

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Session 3A
Model Selection & Basics

Learn the fundamentals of AI models. Understand when to use classification, regression, or clustering. Explore popular model types and their real-world applications.

TEACHING BUILDING SHOWCASE
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Session 3B
Training, Testing & Validation

Discover how AI systems learn from data. Master the training process, split your data correctly, and validate model performance with real-world metrics.

TEACHING BUILDING SHOWCASE

📊 Week 4: Real-World AI Projects

From Theory to Practice

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Session 4A
Problem Definition & Scope

Learn how to frame AI problems correctly. Define success metrics, understand constraints, and identify data requirements for your project.

TEACHING BUILDING SHOWCASE
B
Session 4B
Deployment & Monitoring

Get your AI system into production. Learn about model deployment, continuous monitoring, and maintaining performance over time.

TEACHING BUILDING SHOWCASE

⚡ Week 5: Advanced AI Concepts

Taking Your Skills Further

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Session 5A
Feature Engineering & Selection

Master the art of creating meaningful features for AI models. Learn techniques to extract patterns and improve model performance significantly.

TEACHING BUILDING SHOWCASE
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Session 5B
Optimization & Tuning

Fine-tune AI models to peak performance. Learn hyperparameter tuning, cross-validation, and techniques to prevent overfitting.

TEACHING BUILDING SHOWCASE

🔐 Week 6: Ethics & Responsible AI

Building AI Responsibly

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Session 6A
Bias, Fairness & Privacy

Understand AI bias and its consequences. Learn to identify, measure, and mitigate fairness issues in your AI systems. Protect user privacy.

TEACHING BUILDING SHOWCASE
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Session 6B
Transparency & Accountability

Build explainable AI systems. Learn to communicate how and why your models make decisions. Establish accountability in AI systems.

TEACHING BUILDING SHOWCASE

🎯 Week 7: Generative AI & LLMs

The Future is Now

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Session 7A
Understanding Generative Models

Discover how generative AI creates new content. Understand transformers, attention mechanisms, and the revolution of large language models.

TEACHING BUILDING SHOWCASE
B
Session 7B
Prompting & Fine-Tuning

Master prompt engineering to get better results from LLMs. Learn fine-tuning techniques and how to customize generative AI for your needs.

TEACHING BUILDING SHOWCASE

🚀 Week 8: Career Paths & Portfolio

Your AI Journey Continues

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Session 8A
Career Opportunities in AI

Explore diverse career paths in AI. Learn about AI engineer, data scientist, prompt engineer, and AI consultant roles. Find your fit in the AI industry.

TEACHING BUILDING SHOWCASE
B
Session 8B
Building Your AI Portfolio

Create a powerful AI portfolio to launch your career. Learn what to build, how to showcase it, and strategies to land your first AI role.

TEACHING BUILDING SHOWCASE