Questions tagged [reference-request]

Use this tag when requesting examples of research or links to papers. For example, "What paper is a good place to start in the field of X?" or "What are good examples of Y in research?",

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Permutation invariant neural networks

Given a neural network $f$ that takes as input $n$ data points: $x_1, \dots, x_n$. We say $f$ is permutation invariant if $$f(x_1 ... x_n) = f(pi(x_1 ... x_n))$$ for any permutation $pi$. ...
15k views

How can these 7 AI problem characteristics help me decide on an approach to a problem?

If this list1 can be used to classify problems in AI ... Decomposable to smaller or easier problems Solution steps can be ignored or undone Predictable problem universe Good solutions are ...
102 views

Measuring Soft Skill

How can we attach numerical value to the measurement of soft skill? Is there any book, site or materials that can teach me how to do this? I want to know if there is any way we can measure soft skill ...
743 views

“Artificial Intelligence: A Modern Approach” book alternatives

There are two textbooks that I most love and am most afraid of in the world: Introduction to Algorithms by Cormen et al. and Artificial Intelligence: A Modern Approach by Norvig et al. I have started ...
243 views

Can anyone suggest reference books to start with AI? Preferably, I am looking for books that provide source code in Java or Python.
132 views

Self-driving control logic based on semantic segmentation

In the context of autonomous driving, two main stages are typically implemented: an image processing stage and a control stage. The first aims at extracting useful information from the acquired image ...
323 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.
94 views

Where can I find the proof of the universal approximation theorem?

The Wikipedia article for the universal approximation theorem cites a version of the universal approximation theorem for Lebesgue-measurable functions from this conference paper. However, the paper ...
101 views

What does “hard for AI” look like?

In theoretical computer science, there is a massive categorization of the difficulty of various computational problems in terms of their asymptotic worst-time computational complexity. There doesn't ...
79 views

How is neural architecture search performed?

I have come across something that IBM offers called neural Architecture search. You feed it a data set and it outputs an initial neural Architecture that you can train. How is neural architecture ...
1k views

Is there something like OpenCV for voice recognition & NLP?

As you know OpenCV is a big great open-source library for image recognition and machine vision(and may further purposes like computer graphics, etc). Is there similar library in sound field(Voice ...
121 views

What are some books or state of the art papers about the development of a strong-AI?

I am looking for books or to state of the art papers about current the development trends for a strong-AI. Please, do not include opinions about the books, just refer the book with a brief ...
179 views

Searching keywords on web

I have not studied machine learning or AI really, but my job sometimes requires me to automate stuff. Right now the requirement I have, seems to be under AI domain, but I am not sure about ...
114 views

Can Artificial Being learn despite a lack of self-awareness?

While am thinking about the age of Artificial General Intelligence and Artificial SuperIntelligence , this question came into my mind. This Bell Labs blog post says: "...where humanity is ...
282 views

Which functions can't neural networks learn efficiently?

There are a lot of papers that show that neural networks can approximate a wide variety of functions. However, I can't find papers that show the limitations of NNs. What are the limitations of ...
650 views

Automatic punctuation

I am building a system that should take text without punctuation and automatically add punctuation. I found some papers about automatic punctuation, but they are mostly about spoken language ...
30 views

References and books for unsupervised learning

I am looking for good introductory and advanced books in AI, especially unsupervised learning. I have already read books like Probabilistic Graphical Models from D. Kholler and Pattern Recognition and ...
58 views

Other deep learning image generation techniques besides GANs?

Can you please point me to some resources about image genereation besides GANs? Are there any other techniques throughout history? How did idea of image generation evolved and how it started? I tried ...
52 views

What are the known ways to test AI black boxes?

Is there any conmprehensive paper or site that describes an overview of the known black box testing techniques?
38 views

Are there communities dealing with costs-vs-accuracy tradeoffs in Machine Learning?

My group is working on a ML model that can work with little data (and bad accuracy) as long as there actually is little data available but can easily be extended as soon as said data becomes available ...
351 views

Is Christopher Bishop’s “Pattern Recognition and Machine Learning” out of date in 2018?

I recently came across reference to a book that was highly regarded: “Pattern Recognition and Machine Learning” by Christopher Bishop. I am a beginner working my way through some machine learning ...
49 views

What are some resources regarding the complexity of training neural networks?

In the paper "Provable bounds for learning some deep representations", an autoencoder like a model is constructed with discrete weights and several results are proven using some random-graph theory, ...
33 views

Few doubts regarding facial recognition

What are some famous algorithms that i can apply to develop a face recognition software to achieve more than 95% accuracy .What are some good sources related to this. I have basic knowledge related ...
24 views

What are the most common methods to enable neural networks to adapt to changing environments?

For real applications, concept drifts often exist, i.e., the relationship between the input and output changes overtime. Thus, we need our AI or machine learning system to quickly adapt to the ...
82 views

Is there any research work that attempts to combine neuroevolution with deep reinforcement learning

Neuroevolution can be used to evolve a network's architecture (and weights, of course). Deep reinforcement learning, on the other hand, has been proven to be extremely powerful at optimising the ...
50 views

How can I learn tensors for deep learning?

I've seen in most deep learning papers use tensors. I understood what tensors are, but I want to dive into them, because I think that might be beneficial for further studies in Artificial Intelligence....
71 views

What are the top contributions from neuroscience to AI and viceversa? How much progress has been made from the interaction between these two fields?

What are the top contributions from neuroscience to artificial intelligence and vice versa? How much progress has been made from the interaction between these two fields? Is there a formal field ...
5k views

Complete deep learning text classification with Python example

I would like to know if there is a complete text classification with deep learning example, from text file, csv, or other format, to classified output text file, csv, or other. I have seen tens of ...
183 views

What chatbots can answer this type of (simple) question

I have tried with two chat-bots "clever bot" and "http://www.a-i.com/alan1/" and i got disappointing results. me: Socrates is a man bot: blah blah (common bot nonsense instead of an "ok") ...
85 views

Which machine learning models are universal function approximators?

The universal approximation theorem states that a feed-forward neural network with a single hidden layer containing a finite number of neurons can approximate a wide variety of interesting (...
46 views

I am in education and I'm wondering about the use of chatbot-like tools to facilitate automated discussions among students. The chatbot domain of knowledge would be purposely restricted to a specific ...
55 views

First perceptron learning algorithm

I struggle to find Rosenblatts perceptron training algorithm in any of his publications from 1967 - 1951, namely: [1] Principles of Neurodynamics: Perceptrons and the Theory of Brain Mechanisms [2] ...
66 views

Comprehensive list of MOOCs and books on Reinforcement Learning

I'm actually trying to learn more about reinforcement learning but I've some trouble to find good resources. Right now I'm in the condition where I'm not so good on the topic to fully understand the ...
53 views

Implementing deep learning papers for the beiginners [closed]

How did you implement your first ever model from a deep learning paper? Please share your experience. It will be useful for beginners looking into getting into implementing code for papers. A step by ...
25 views

Are there a finite set of computable functions constructing deep neural network which can form or implement any c.e. function or computable function?

Are there a finite set of computable functions constructing deep neural network which can form or implement any c.e. function or computable function? Or does there exist a finite set of computable ...
52 views

I am a first-year electrical engineering undergraduate student. I want to be an Artificial Intelligence scientist, and I want to make contributions to this field like Geoffrey Hinton. I think that AI ...
242 views

The connection between number of layer of DNN and computational complexity of it

number of layer of DNN and computational complexity of it are correlated after optimization, but how to estimate it before designing DNN?
9 views

Predicting Hot Categories In a Reference Manager

Reference managers like Zotero or Mendeley allow researchers to categorize papers into hierarchical categories called collections. The User navigates through a listing of these collections when filing ...
24 views

I am looking for research related to the use of AI and ML in car, aeronautics manufacturing design and safety

I am specifically interested in the topic of edge cases. I have the presentation Edge Cases and Autonomous Vehicle Safety as a starting point, in particular on page 6: Machine Learning (inductive ...
36 views

Resources on incremental and online learning novelty detection algorithms

Can you please point me to some good tutorials/examples on the application of incremental (online) learning novelty detection algorithms?
371 views

What is the best book for learn Artificial Intelligence [closed]

What is the best book for learn Artificial Intelligence?