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- 86% Artificial Intelligence I: Basics and Games in Java

Artificial Intelligence I: Basics and Games in Java

$94.99 $12.99Track price

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8.3/10 (Our Score)
Product is rated as #63 in category Artificial Intelligence

This course is about the fundamental concepts of artificial intelligence. This topic is getting very hot nowadays because these learning algorithms can be used in several fields from software engineering to investment banking. Learning algorithms can recognize patterns which can help detecting cancer for example. We may construct algorithms that can have a very  good guess about stock price movement in the market.

Section 1:

path findinf algorithms

graph traversal (BFS and DFS)

enhanced search algorihtms

A* search algorithm

Section 2:

basic optimization algorithms

brute–force search

stochastic search and hill climbing algorithm

Section 3:

heuristics and meta–heuristics

tabu search

simulated annealing

genetic algorithms

particle swarm optimization

Section 4:

minimax algorithm

game trees

applications of game trees in chess

Tic Tac Toe game and its implementation

In the first chapter we are going to talk about the basic graph algorithms. Several advanced algorithms can be solved with the help of graphs, so as far as I am concerned these algorithms are the first steps.

Second chapter is about local search: finding minimum and maximum or global optimum in the main. These searches are used frequently when we use regression for example and want to find the parameters for the fit. We will consider basic concepts as well as the more advanced algorithms: heuristics and meta–heuristics.

Instructor Details

Hi! My name is Balazs Holczer. I am from Budapest, Hungary. I am qualified as a physicist. At the moment I am working as a simulation engineer at a multinational company. I have been interested in algorithms and data structures and its implementations especially in Java since university. Later on I got acquainted with machine learning techniques, artificial intelligence, numerical methods and recipes such as solving differential equations, linear algebra, interpolation and extrapolation. These things may prove to be very very important in several fields: software engineering, research and development or investment banking. I have a special addiction to quantitative models such as the Black-Scholes model, or the Merton-model. Take a look at my website if you are interested in these topics!

Specification: Artificial Intelligence I: Basics and Games in Java

Duration

7.5 hours

Year

2020

Level

All

Certificate

Yes

Quizzes

No

9 reviews for Artificial Intelligence I: Basics and Games in Java

3.6 out of 5
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  1. Avatar

    Jaime Mu oz Baena

    Muy completo. Explica muy bien todos los algor tmos b sicos

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  2. Avatar

    DeMarcus McCall

    Nice!!

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  3. Avatar

    J. Emmett Condon

    Great course!! I cannot wait to start the next section.

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  4. Avatar

    Shin Hin

    Outdated course.The instructor is not clear on what he is teaching.Most of the question are not answered.Not recommended.

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  5. Avatar

    Adolfo Terr n

    Good theoretical explanations of algorithms. Support of graphs make them much more visual and understandable. But it fails when it comes into the practice, He writes Java samples as if he had learnt them by heart instead of following an iterative process. That way, you get lost frequently since you don’t have the final picture.

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    Tosolini Tomaso

    in the example of bfs only a tree has been presented, i would expect to see it running on a graph also. in such a context what would be the meaning of scanning row by row? Most of the functions to be minimized have only one minimum, it would be good to make examples with multiminimum functions as well

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    Manas

    Its good but if you provide coding as well then it will excellent

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  8. Avatar

    Roberto Ambrosio

    Very good course for an introductory overview of some basic artificial intelligence concepts and algorithms (especially if you have some Java back ground). I’ve see a lot of people comment about the presenters accent and yes, it is a bit hard to follow at first, but you get use to it quickly enough and I did not find it detracted from his ability to explain an convey the concepts.

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    Shehzan Pervez Workingboxwalla

    Yes, it was a good match. Only problem was that for someone who only knows the basic search, etc. algorithms, the complicated terms were a bit baffling at first. But thanks to the teacher’s detailed explanation, I understood very well. Overall, had a good experience.

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    Artificial Intelligence I: Basics and Games in Java
    Artificial Intelligence I: Basics and Games in Java

    $94.99 $12.99

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