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Artificial Intelligence (AI) Course (3 Modules)
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Artificial Intelligence Course Program Overview
Aritificial Intelligence Master Symbol Legend
Module 10: Fundamental Artificial Intelligence
Module 10 Overview
Lesson 1: Understanding AI (19:32)
Exercise 10.1
Lesson 2: Fundamental Terms and Concepts (9:39)
Exercise 10.2
Lesson 3: Common AI Practices (31:01)
Exercise 10.3
Lesson 4: Understanding Neural Networks (40:41)
Exercise 10.4
Lesson 5: Building AI Systems (4:53)
Supplement: Artificial Intelligence Systems Neural Networks and Neuron Types Mapping Reference Matrix
Supplement: Artificial Intelligence Systems Neural Networks and Practices Mapping Reference Matrix
Supplement: Artificial Intelligence Systems Problem Types and Practices Mapping Reference Matrix
Supplement: Artificial Intelligence Systems Problem Types and Neural Networks Mapping Reference Matrix
Supplement: Artificial Intelligence Algorithms and Practices Reference Supplement
Supplement: Artificial Intelligence Neural Networks Reference Supplement
Module 11: Advanced Artificial Intelligence
Module 11 Overview
Lesson 1: Data Wrangling Patterns (17:23)
Exercise 11.1
Lesson 2: Supervised Learning Patterns (16:55)
Exercise 11.2
Lesson 3: Unsupervised Learning Patterns (17:08)
Exercise 11.3
Lesson 4: Model Evaluation Patterns (13:01)
Exercise 11.4
Lesson 5: Model Optimization Patterns (14:55)
Exercise 11.5
Supplement: Artificial Intelligence Systems Neural Networks and Design Patterns Mapping Reference Matrix
Supplement: Artificial Intelligence Systems Problem Types and Design Patterns Mapping Reference Matrix
Supplement: Artificial Intelligence Systems Practices and Design Patterns Mapping Reference Matrix
Module 12: Artificial Intelligence Lab
Module 12 Overview
Reading Exercise 12.1: Case Study: Big Online Bazaar (BOB) Industries (~5 minutes)
Lab Exercise 12.2: Preparing Model Training Data (~60 minutes)
Lab Exercise 12.3: Refining the Model (~45 minutes)
Lab Exercise 12.4: Model Performance Evaluation (~30 minutes)
Reading Exercise 12.5: Case Study: Finance Link Connect (FLC) Services (~5 minutes)
Lab Exercise 12.6: Configuring the Neural Network (~45 minutes)
Lab Exercise 12.7: Improving Predictions with Missing Features (~45 minutes)
Lab Exercise 12.8: Recognizing Images and Patterns for Fraud Protection (~30 minutes)
Lab Exercise 12.9: Processing Numerical and Textual Input (~30 minutes)
Reading Exercise 12.10: Case Study Background: SocialMeer Media Services (~5 minutes)
Lab Exercise 12.11: Creating Categorized User Groups and Identifying Common Interests (~30 minutes)
Lab Exercise 12.12: Establishing Active Buyers Categories (~45 minutes)
Lab Exercise 12.13: Advanced User Targeting (~30 minutes)
Supplement: Module 12 Mind Map Poster
Become a Certified Artificial Intelligence Specialist
Step 1 - Take the Self-Test (Optional)
Step 2 - Order the Certification Exam
Step 3 - Pass the Certification Exam
Add-Ons
Instructor-Led Training
Virtual Coaching
Printed Course Materials
Artificial Intelligence Course Program Overview
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