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AI+ Developer™
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Introducción
Lab Instructions
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
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
Quiz
Module 3: Python for Developer
Module 3: Python for Developer
3.1 Python fundamentals
3.2 Python Libraries
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 (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
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
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
Lab Practice 4.10
Python File Download (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
Module 5: Deep Learning
Module 5: Deep Learning
5.1 Neural Networks
5.2 Convolutional Neural Networks (CNNs)
5.3 Recurrent Neural Networks (RNNs)
Quiz
Lab Practice 5.1
Lab Practice 5.2
Lab Practice 5.3
Lab Practice 5.4
Lab Practice 5.5
Python File Download (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
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)
Quiz
Lab Practice 6.1
Lab Practice 6.2
Lab Practice 6.3
Lab Practice 6.4
Lab Practice 6.5
Python File Download (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
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)
Quiz
Lab Practice 7.1
Lab Practice 7.2
Lab Practice 7.3
Lab Practice 7.4
Python File Download (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
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
Quiz
Lab Practice 8.1
Lab Practice 8.2
Lab Practice 8.3
Python File Download (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
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
Quiz
Lab Practice 9.1 - AWS Version
Lab Practice 9.1 - Azure version
Lab Practice 9.1 - GCP Version
Lab Practice 9.2 - AWS Version
Lab Practice 9.2 - Azure Version
Lab Practice 9.2 - GCP Version
Python File Download (As Per The Lab Video)
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
Quiz
Lab Practice 10.1
Lab Practice 10.2
Lab Practice 10.3
Python File Download (As Per The Lab Practices)
Python File Download (As Per The Lab Video)
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
Quiz
Python File Download (As Per The Lab Video)
Module 12: AI Communication and Documentation
Module 12: AI Communication and Documentation
12.1 Communicating AI Projects
12.2 Documenting AI Systems
Quiz
AICT Discussion Forum
Additional Module - AI Agents For Developer
AI Agent Developer
Resources
AI+Developer - Blueprint
AI+Developer Detailed Curriculum
AI+Developer Tools
AI+Developer Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+Developer Examination
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Información del espacio de aprendizaje
AI+ Developer™
Skill Level
:
Beginner
certificate name
:
AI+ Developer™
Badge
:
Badge_AI+-Developer.png
Live Course ID
:
35
Course Layout
:
Standard
