Questions tagged [ai-design]

For questions related to the design of AI agents, algorithms or models.

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1answer
266 views

What tools are used to deal with adversarial examples problem?

The problem of adversarial examples is known to be critical for neural networks. For example, an image classifier can be manipulated by additively superimposing a different low amplitude image to each ...
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2answers
241 views

What is it that humans can provide to AI that AI will need forever?

Just a thought question that came into mind from the current examples in the world. Any AI solution created so far for making the human effort lesser also has a tendency of no human effort at all. Are ...
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0answers
21 views

What is the state of the art AI training technique for imperfect information 2 player turn based games?

As far as I can tell (correct me if I'm wrong), Alphazero (with MCTS and neural network heuristic function RL) is the state of the art training method for turn based, deterministic, perfect ...
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3answers
412 views

How to design an AI that discovers more complex concepts on its own?

How would I go about designing a (relatively) simple AI that discovers and invents random more complex concepts on its own? For example, say I had a robot car. It doesn't know it's a car. It has ...
4
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1answer
41 views

How would one implement a multi-agent environment with asynchronous action and rewards per agent?

In a single agent environment, the agent takes an action, then observes the next state and reward: ...
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0answers
9 views

How does Transformer network learn to decide in single step?

I read this In Google AI blog: link: https://ai.googleblog.com/2017/08/transformer-novel-neural-network.html S1 : " the Transformer can learn to immediately attend to the word “river” and make this ...
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1answer
40 views

Which predictive algorithm is most appropriate for a proceeding situation?

I'm new to artificial intelligence. I am looking for the most appropriate AI solution for my application, which is developing an algorithm to predict a proceeding situation (edited: I want my ...
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1answer
176 views

Why do we need both encoder and decoder in sequence to sequence prediction?

Why do we need both encoder and decoder in sequence to sequence prediction? We could just have a single RNN that, given input $x$, outputs some value $y(t)$ and hidden state $h(t)$. Next, given $h(t)$...
4
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1answer
67 views

Whats the correct technique/technology to identify duplicate data

We store supplier information for many companies. Each supplier database is logically separated, making it possible for a supplier to be common across logical separations. At the moment, we have ...
2
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4answers
158 views

Is the imagination of AI limited to our own imagination?

Is AI limited by the fact that it requires us to give it a task or goal to achieve? It has all the capability to get to that goal in ways we might not think of but it still only gets to a goal we can ...
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6answers
378 views

AI beginners books for coding

Does anyone know a good book to buy for beginners to coding for artificial intelligence? I have done some coding in Java and a little with Python, but I would be willing to learn a new language too.
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1answer
30 views

How would an AI understand grids?

OK, now I think an AI must view grids in a different way to computers. For example a computer would represent a grid like this: ...
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2answers
196 views

Which predictive algorithm can be used to predict a number given other numbers?

I am currently searching for a supervised learning algorithm that can be used to predict the output given a large enough training set. Here's a simple example. Suppose the training dataset is ...
3
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1answer
22 views

Image classification with an associated matrix

I have a dataset of images with 9 different classes. However, there are different categories with the same type of associated image and only can be differentiated with an associated matrix in my ...
0
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1answer
41 views

What AI designs are suited for producing title replacements?

Problem: "For a given news article, generate another title for the article if the article is to be published under a different Publication." Which algorithm will be well suited for this? Should I use ...
4
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3answers
161 views

Will we be able to build an artificial intelligence that feels empathy?

Nowadays, robots or artificial agents often only perform the specific task they have been programmed to do. Will we be able to build an artificial intelligence that feels empathy, that understands ...
4
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2answers
75 views

AI on Academic vs Industry vs Competition

When we are working on an AI project, does the background or the domain make the process different? The "domain" I mean here is like AI for academic research, AI for industry, and AI for competition. ...
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1answer
55 views

Can AI be used to reverse engineer a black box?

A while back I posted on the Reverse Engineering site about an audio DSP system whose designer had passed away and whose manufacturer no longer had source code (but the question was deleted). ...
3
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1answer
50 views

How to handle multiple types of decisions?

In lots of games there are multiple phases or decision points that are not similar yet seem to have a dependency on one another when taking the perspective of the overall strategy of the player. A ...
5
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3answers
54 views

What should we do when we have equal observations with different labels?

Suppose we have a labeled data set with columns $A$, $B$, and $C$ and a binary outcome variable $X$. Suppose we have rows as follows: ...
2
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1answer
30 views

How to select the most appropriate set of actions for a given environment or task?

Given a robot in a situation such as in a library reading a book. Now I want to create a neural network that suggests an appropriate action in this situation. And, generally, ignore actions such as "...
3
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1answer
93 views

Is it possible to verify SOP of call center conversation using AI?

As we know in call centers there are certain SOP(standard operating procedure), for example few are below, Agent greeted customer Agent verified the validity of customer before providing sensitive ...
4
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4answers
194 views

What kind of algorithm can invent?

Set aside networks, image classification, gradients, and the strength of intelligence for a moment and consider the world before people lit fires. Fires were started periodically just as they are now,...
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2answers
69 views

Two data classes for a convolutional neural network, can one have a LOT more images for training than the other?

I have two classes in the training set: one that has images with a feature and the other of images without that feature. Can there be a LOT more images with "no feature" so I can fit in all possible ...
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0answers
13 views

AlphaZero value at root node not being affected by training

I have written my own AlphaZero implementation and started training it recently. Problem is, I am 99% sure there is a mistake and I do not know how to tackle this, since I cannot explain it. I am new ...
3
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2answers
30 views

What kind of output should be used for predicting angles in DNNs?

I am building a model which predicts angles as output. What are the different kinds of outputs that can be used to predict angles? For example, output the angle in radians cyclic nature of the ...
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0answers
63 views

Learning AI and Big Data suggestion [closed]

I'm a programmer which know [php(laravel, api), mysql, html/css, javascript] I want to learn AI (machine learning). I have been researching and watching many videos on the internet. But I am getting ...
0
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1answer
32 views

Excel in multiple formats

I want to use AI to extract data from spreadsheets in different format. Example ...
4
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2answers
76 views

How would an AI work out this question?

I am trying to create an AI that makes reasonable guesses at truths of statements. However... Human: "Prove that no number exists which is one more than a billion." AI: "Is it true for the number 1? ...
2
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3answers
76 views

One vs multiple output neurons

Consider an MLP that outputs an integer 'rating' of 0 to 4. Would it be correct to say this could be modeled in either of the following ways: map each rating in the dataset to a 'normalized set' ...
2
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2answers
49 views

Which online machine learning technique to use for multi-class classification problem with multiple inputs?

I have the following problem. We have $4$ separate discrete inputs, which can take any integer value between $-63$ and $63$. The output is also supposed to be a discrete value between $-63$ and $63$. ...
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1answer
47 views

How to verify your ideas for AI model

I have very practical problem. When I would like to solve some "harder" problems, I usually have multiple ideas how to solve it. My problem is, that I don't know how to verify my ideas in easy/fast ...
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0answers
15 views

Does behavior based robotics have a grounding problem?

Rodney brooks had invented behavior based robotics in the 1980s in response to the former symbolic AI which is using a world model. A world model needs symbolic grounding which means, that the outside ...
5
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1answer
190 views

Building AI from chess - data shape from simulation

Problem My problem is the following: Given 1000 wins, losses, and ties from a chess simulation I am using, what shape should each game be (I.e., sequence of moves leading to win/loss/tie) in order to ...
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0answers
10 views

A NN based model of a Cattle for 'Heat Detection'

I am very new to AI/ML but have lot of interest in these. I am trying to understand how this gadget works. So far I have understood that a NN model of the cattle is generated by offline ...
7
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2answers
541 views

What are general ideas behind OpenCog?

OpenCog is an open source AGI-project co-founded by the mercurial AI researcher Ben Goertzel. Ben Goertzel writes a lot of stuff, some of it really whacky. Nonetheless, he is clearly very intelligent ...
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1answer
45 views

Create an AI to solve a puzzle (by deduction)

Some puzzle games have a unique solution that can be solved by deduction rather than guesswork (e.g. Slitherlink, Masyu). Using a computer to solve this puzzle it's pretty easy, we can use a ...
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0answers
14 views

A gated neural network for internal thought?

I have an idea for an RNN which has no separate internal memory state only an output. But there is a gate in which tells the neural network whether the output will be acted out in the physical world ...
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0answers
26 views

What is the general architecture for a thinking machine?

Assume that there are a set of "black boxes", containing things like neural networks or sensors. I'm wondering what the general architecture for a thinking machine might be. So, for example, black ...
1
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1answer
228 views

How to estimate the cost and time to complete an AI Projects

If you are a freelancer, when a client asks to create a website we can easily measure how much the total cost is needed based on the requirements of the client. (the backend, UI/UX design, features, ...
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0answers
24 views

AI for Warcraft 3 Dota

I want to create AI for Dota1. Is it possible to create AI for Warcraft 3? How Open AI works in Dota2? I want to know more about algorithms what are in foundation in Open AI.
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0answers
38 views

AI for Selenium Test Automation

I am seeking help to implement my idea on developing an automation test framework that can fix locator related issues by itself. My abstract idea is as given below. I will have a Selenium Test ...
3
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1answer
86 views

How do I solve this optimal control problem with reinforcement learning?

I am new to reinforcement learning. I would like to solve an optimal control problem with reinforcement learning. The objective is for a wolf to catch a rabbit. The wolf and the rabbit run on a ...
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0answers
39 views

Coloring graphs with reinforcement learning

I am trying to build an RL agent to solve the NP-hard problem graph coloring. The problem is quite challenging. This how I addressed it. The environment To preserve the scalability of the ...
2
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0answers
95 views

What is ratio of the objective function in the case of continuous action spaces?

I'm trying to implement the proximal policy optimization (PPO) algorithm. I'm confused on how to make it work with continuous action space. For discrete action space, the output of the network is the ...
3
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0answers
69 views

How can I use Q-learning for inventory decision making?

I am trying to model operational decisions in inventory control. The control policy is base stock with a fixed stock level $S$. That is replenishment orders are placed for every demand arrival to take ...
2
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1answer
24 views

Change a data compression function into prediction

I've heard prediction is equivalent to data compression. prediction (essentially equivalent to data compression) Is there a way to take a compression function and use it to create an AI that ...
3
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1answer
41 views

Is it possible to have a dynamic $Q$-function?

I am trying to use Q-learning for energy optimization. I only wish to have states that will be visited by the learning agent, and, for each state, I have a function that generates possible actions, so ...
6
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1answer
78 views

Suicide Predictor and Locator

Suicide is on the increase in my country and most victims tend to leave early traces from text messages, social media accounts, search engine queries. So I came up with the idea to develop an AI ...
2
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1answer
51 views

How should I detect an object in a camera image?

I would like to create a model, that will tell me if one type of object is in an image or not. So, for example, I have a camera and I would like to see when one object gets into the shot. Object ...