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Module 1: Foundations of Artificial Intelligence
Module 1: Foundations of Artificial Intelligence
1.1 Introduction to AI
1.2 Types of Artificial Intelligence
1.3 Branches of Artificial Intelligence
1.4 Applications and Business Use Cases
Module 1: Foundations of Artificial Intelligence
Quiz
Module 2: Mathematical Concepts for AI
Module 2: Mathematical Concepts for AI
2.1 Linear Algebra
2.2 Calculus
2.3 Probability & Statistics
2.4 Discrete Mathematics
Module 2: Mathematical Concepts for AI
Quiz
Module 3: Python for Developer
Module 3: Python for Developer
3.1 Python fundamentals
3.2 Python Libraries
Module 3: Python for Developer
Quiz
Lab Practice 3.1
Lab Practice 3.2
Lab Practice 3.3
Lab Practice 3.4
Lab Practice 3.5
Lab Practice 3.6
Lab Practice 3.7
Python File Download
Module 4: Mastering Machine Learning
Module 4: Mastering Machine Learning
4.1 Introduction to Machine Learning
4.2 Supervised Machine Learning Algorithms
4.3 Unsupervised Machine Learning Algorithms
4.4 Model Evaluation and Selection
Module 4: Mastering Machine Learning
Quiz
Lab Practice 4.1
Lab Practice 4.2
Lab Practice 4.3
Lab Practice 4.4
Lab Practice 4.5
Lab Practice 4.6
Lab Practice 4.7
Lab Practice 4.8
Lab Practice 4.9
Python File Download
Module 5: Deep Learning
Module 5: Deep Learning
5.1 Neural Networks
5.2 Convolutional Neural Networks (CNNs)
5.3 Recurrent Neural Networks (RNNs)
Module 5: Deep Learning
Quiz
Lab Practice 5.1
Lab Practice 5.2
Lab Practice 5.3
Lab Practice 5.4
Lab Practice 5.5
Python File Download
Module 6: Computer Vision
Module 6: Computer Vision
6.1 Image Processing Basics
6.2 Object Detection
6.3 Image Segmentation
6.4 Generative Adversarial Networks (GANs)
Module 6: Computer Vision
Quiz
Lab Practice 6.1
Lab Practice 6.2
Lab Practice 6.3
Lab Practice 6.4
Lab Practice 6.5
Python File Download
Module 7: Natural Language Processing
Module 7: Natural Language Processing
7.1 Text Preprocessing and Representation
7.2 Text Classification
7.3 Named Entity Recognition (NER)
7.4 Question Answering (QA)
Module 7: Natural Language Processing
Quiz
Lab Practice 7.1
Lab Practice 7.2
Lab Practice 7.3
Lab Practice 7.4
Lab Practice 7.5
Python File Download
Module 8: Reinforcement Learning
Module 8: Reinforcement Learning
8.1 Introduction to Reinforcement Learning
8.2 Q-Learning and Deep Q-Networks (DQNs)
8.3 Policy Gradient Methods
Module 8: Reinforcement Learning
Quiz
Lab Practice 8.1
Lab Practice 8.2
Lab Practice 8.3
Python File Download
Module 9: Cloud Computing in AI Development
Module 9: Cloud Computing in AI Development
9.1 Cloud Computing for AI
9.2 Cloud-Based Machine Learning Services
Module 9: Cloud Computing in AI Development
Quiz
Lab Practice 9.1
Python File Download
Module 10: Large Language Models
Module 10: Large Language Models
10.1 Understanding LLMs
10.2 Text Generation and Translation
10.3 Question Answering and Knowledge Extraction
Module 10: Large Language Models
Quiz
Lab Practice 10.1
Lab Practice 10.2
Python File Download
Module 11: Cutting-Edge AI Research
Module 11: Cutting-Edge AI Research
11.1 Neuro-Symbolic AI
11.2 Explainable AI (XAI)
11.3 Federated Learning
Module 11: Cutting-Edge AI Research
Quiz
Lab Practice 11.1
Python File Download
Module 12: AI Communication and Documentation
Module 12: AI Communication and Documentation
12.1 Communicating AI Projects
12.2 Documenting AI Systems
Module 12: AI Communication and Documentation
Quiz
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AI+ Developer™
