Certified Artificial Intelligence Associate

 Understanding the fundamentals of artificial intelligence

 History and evolution of AI

 Types of artificial intelligence: Narrow vs. General AI

 Applications and real-world examples of AI

 Introduction to machine learning

 Supervised, unsupervised, and reinforcement learning

 Key concepts: algorithms, models, features, labels

 Hands-on exercises with popular machine-learning libraries

 Data cleaning and preprocessing techniques

 Handling missing data and outliers

 Feature selection and extraction methods

 Data transformation and normalization

Linear regression

 Logistic regression

 Decision trees and random forests

 Support Vector Machines (SVM)

 Evaluation metrics for classification and regression tasks

 K-means clustering

 Hierarchical clustering

 Principal Component Analysis (PCA)

 Association rule learning

 Evaluation metrics for clustering and dimensionality reduction

Introduction to neural networks

 Building blocks of neural networks: neurons, layers, activation functions

 Feedforward neural networks

 Convolutional Neural Networks (CNNs) for image recognition

 Recurrent Neural Networks (RNNs) for sequential data

 Basics of natural language processing

 Tokenization, stemming, and lemmatization

 Named Entity Recognition (NER)

 Sentiment analysis

 Text classification and language modeling

 Introduction to reinforcement learning

 Markov Decision Processes (MDPs)

 Q-learning and Deep Q-Networks (DQN)

 Policy gradients and actor-critic methods

 Applications in robotics, gaming, and optimization

 Bias and fairness in AI algorithms

 Privacy and security concerns

 Impact of AI on employment and society

 Ethical guidelines and regulations in AI development and deployment

 Case studies and discussions on ethical dilemmas

Project management methodologies for AI projects

 Model deployment techniques

 Monitoring and maintenance of AI systems

 Collaboration and communication in cross-functional AI teams

 Final project presentations and assessments