Computer Science Step-by-Step: Fundamental Concepts of Programming, Coding, and Computing
Computer Science Step-by-Step: Fundamental Concepts of Programming, Coding, and Computing: Algorithms, Data Structures, AI, ML & More (Step By Step Subject Guides) by Julian Nash
English | April 30, 2024 | ISBN: N/A | ASIN: B0D3392ZSD | PDF | 2.11 Mb
English | April 30, 2024 | ISBN: N/A | ASIN: B0D3392ZSD | PDF | 2.11 Mb
Computer Science Step-by-Step demystifies complex computer science topics such as algorithms, data structures, artificial intelligence (AI), machine learning (ML), and more, making them accessible to everyone from absolute beginners to those with intermediate skills:
- Beginner-Friendly: Each concept is broken down into understandable segments, guiding you through the intricacies of computer science with ease and clarity.
- Comprehensive Coverage: From writing your first lines of code to exploring advanced topics like neural networks and cybersecurity, this book offers a broad yet detailed overview of the field.
- Real-World Applications: Learn not only theory but also how to apply these concepts in real-world scenarios, enhancing both your knowledge and your employability.
- Hands-On Learning: Practical examples, exercises, and quizzes to test your understanding and help you apply what you've learned.
- Basics of programming and the structure of computers
- Tutorials on Python, Java, and C++
- Detailed exploration of AI and machine learning basics
- Insights into software development methodologies and version control
- Understanding of networks, operating systems, and database management
Perfect for:
- Students or teens looking for a thorough grounding in computer science fundamentals
- Professionals seeking to brush up on latest technologies and methodologies
- Hobbyists and tech enthusiasts eager to explore the depths of computing
- Introduction to Computer Science
- Definition, importance, and real-world applications
- Computers and Computation
- Basics of hardware and software; understanding algorithms
- Programming Basics
- Introduction to languages; writing programs; using IDEs
- Programming Languages
- High-level vs. low-level; Python, Java, C++
- Algorithms
- Definitions, characteristics, and practical examples
- Control Structures
- Conditional statements; loops (for, while, do-while)
- Functions and Modular Programming
- Defining functions; benefits of modular coding
- Data Structures
- Arrays, linked lists; stacks, queues; trees, graphs, hash tables
- Software Development Methodologies
- Agile, Waterfall, TDD; version control (Git)
- Debugging and Error Handling
- Debugging techniques; error management
- Object-Oriented Programming
- Encapsulation, inheritance, polymorphism; classes, objects
- Databases
- Database basics and SQL; CRUD operations
- Web Development
- Client-server architecture; HTML, CSS, JavaScript
- Advanced Programming Topics
- Recursion, dynamic programming; memory management, concurrency
- Networking and Operating Systems
- Network basics; operating system management
- Artificial Intelligence and Machine Learning
- AI foundations; machine learning types; neural networks
- Ethics and Professional Practice
- Privacy, data security; ethical considerations in AI
- Emerging Technologies
- Quantum computing, blockchain, IoT