Code Well Academy - Javascript Artificial Intelligence: Made Easy
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Every attempt has been made to provide accurate, up to date and reliable complete information. No warranties of any kind are expressed or implied. Readers acknowledge that the author is not engaging in the rendering of legal, financial, medical or professional advice. By reading this document, the reader agrees that under no circumstances are we responsible for any losses, direct or indirect, which are incurred as a result of the use of information contained within this document, including, but not limited to, errors, omissions, or inaccuracies. Table of Contents
The best part of all is that Javascript is a client-side language, meaning that your computer or mobile device does the computation - and not the Server itself. So this gives apps an opportunity stay usable even when servers arent. In the future, Javascript may be a first choice for multi-platform apps due to its universality and flexibility. Therefore, it will be worth your while to learn more advanced concepts using Javascript code. How youll progress through this book The goal of this book is to expand your programming skills onto a new paradigm - namely, the realm of artificial intelligence. You may be a skilled programmer hoping to learn new skills, or someone new to programming, or even both.
No matter what your programming skill level is, we hope you find some intriguing information within these pages. Youll see first-hand how algorithm procedures within AI make decisions and generate answers, given sets of data. First, well go over Constraint Satisfaction. Ever had schedule a night out with friends, but had to consider their availability throughout a day? Of course, youd ask what times theyre available. Now, try scheduling a meeting with thousands of people. Thatll be quite hard to do alone, wouldnt it? Next, well go over Logic-Based Systems.
Here, we make an entire logic-based system with interconnected statements, where one logical fact affects another. Once we have the system in place, we can create procedures - which AI will eventually use - to check, analyze, and diagnose the system to see if it runs as intended. Then, well go over perhaps one of the most important algorithms in artificial intelligence - the Search Algorithm. Well analyze its procedure carefully, giving you a great opportunity to apply it step-by-step. Afterwards, well discuss its variants, including their strengths, weaknesses, and best applications. Youll discover the subtle little variances in the algorithm that make a tremendous impact on its procedure - and results.
In essence, Search Algorithms can be an artificial intelligence agents model of thought, generating a process to achieve a goal given the resources it has. To give you an idea of how powerful search algorithms can be, you can use them not just to search your records, but to to solve puzzles and riddles for you. A Quick Start If all this sounds intimidating to you, dont worry. Included is a quick kit to cover Basic Javascript Programming. Youll find what you need to get a good start in programming Javascript.
Rationality. Reasoning. Thought. Analysis. Calculation. Decision-making.
All this is within the mind of a human being, correct? Humanity has been blessed with the ability to think and act so intelligently. Then came Machine. Humanity has also blessed it the gift of intelligence. And in todays world, you can see firsthand what an intelligent mind can do for you; carry a conversation, give you directions to a certain location, play a video game as an opponent, and so on. In essence, only our imaginations will limit us from whats truly possible An Artificial Intelligence Agent In terms of Artificial Intelligence, an agent can be anything that, given an environment to focus on, can think intelligently and act independently. It can continue observing and learning through experience.
It can calculate and independently decide the best course of action, whether it has perfect knowledge of the situation or just a part of it. It can also take note and adapt to a changing environment. So you might wonder, how has mankind ever developed something so complex? Well, its not as complex as you think. If you understand the process of how a computer can observe, learn, and expand its knowledge - and how it can take all this information and come up with an ideal solution or decision - then an artificially created mind wont be as complex as you think. Sometimes, it can take as little as a few lines of code to have a computer come up with solutions for you. Sometimes it can take hundreds.
Sometimes, thousands.
Afterwards, youll explore some algorithm ideas and determine how they fit in to each of these factors. Completeness If an algorithm is guaranteed to find at least one existing solution or conclusion within a certain time frame, we can say that an algorithm is complete. Optimization If an algorithm finds a solution and guarantees that it is the optimal one, then that algorithm is considered optimal. Time Complexity For an algorithm, this is an expression for the longest possible time it will take to complete. In other words, the worst-case scenario when it runs and finds a suitable solution. Space Complexity This expression is similar to Time Complexity, but instead it represents the maximum amount of memory the algorithm may use in order to find a solution.
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