Page 14 - Touhpad Ai

CONTENTS

1 Basic Concepts of Artificial Intelligence 13
Artificial Intelligence What is Data? Types of Data
Identification, Acquiring and Exploring the Data Evolution of Computing
Binary System Logic Gates Conditional Gates
Deterministic and Probabilistic Nature of Real-Life Problems Decision Making in Machines/Computers
AI Project Framework Data Representation and Programming in Python
Features of Python Downloading and Installing Python
Variety of Python Editors Jupyter Notebook Modes in Python
Input and Output Comments in Python Character Set
Tokens Variables Data Types in Python
Operations on List Operations on Tuple Operations on Dictionary
Control Statements Function
AI Ready 1 91

2 Introduction and State of Art of AI, Natural Language Processing (NLP), and Potential use of AI 92
Evolution of Artificial Intelligence (AI) Primary Elements of AI Deep Learning
Machine Learning Computer Vision Speech Recognition
Domain of Natural Language Processing Potential Use of AI AI and Society
AI Ready 2 119
3 Mathematics for AI 120
Introduction to Matrices Types of Matrices Applications of Matrices in AI
Operations on Matrices Vector Arithmetic Context Setting
Set Theory Relational Algebra Set Operations
Introduction to Data Table Joins Simple Statistical Concepts Variance and Standard Deviation
AI Ready 3 151
4 Data Visualization 152
Introduction to Data Visualization Data Visualization using Excel and Python
Types of Graphs Data Cleaning Process Cleaning Data in Excel
Dimensionality of Data Multi-dimension Data Representation and Visualization
AI Ready 4 193
5 Theoretical and Practical Aspects of Data Processing 194
Introduction to Data Cleaning Introduction to NumPy Introduction to Pandas
Introduction to Kaggle Data Transformation and Standardisation
AI Ready 5 241
6 Data Modelling, Simple Linear Regression 242
Introduction to Data Modelling Regression
AI Ready 6 261
7 Ethical Practices in AI 262
AI and Human Bias Ethics in Artificial Intelligence Why is AI Ethics Important?
AI Code of Ethics Bias, Bias Awareness, AI Bias and Sources of Bias
Developing AI Policies Ensuring Privacy of Users and Their Data
Mitigating Environmental Impacts Ethical Dilemma Moral Machine
AI Ready 7 289
Project Work 290

Practical File 295
Sample Question Paper 309
Viva Voce 319

Glossary 323