Questions tagged [machine-learning]

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3answers
153 views

Is time complexity for training a model not significant in deep learning publications? [closed]

In computer science, in general, the time complexity is one of the important features to be checked before publishing a research paper in a journal. I am confused about this in deep learning. If I am ...
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1answer
116 views

What should I do if the code available on GitHub did not match the research paper and I achieved potential architecture?

I am performing research on a particular architecture in deep learning. Initially, the state-of-the-art research paper in Arxiv related to architecture is showing a score of (say) 9. Later the value ...
41
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9answers
11k views

Frustration with machine learning and deep learning research

I am doing a M.Sc. in artificial intelligence (AI), and I am collaborating with a computer vision company in a deep learning (DL) research project that will eventually become my master thesis. ...
2
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2answers
350 views

What is the daily life like as a machine learning PhD student?

Machine learning has connected with many other displines or research directions, for example it has been combined with materials, fluid mechanics and so many research directions, so what is your daily ...
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1answer
45 views

What is the major difference in MSECE vs MSEECS and how should I pick?

I am a Fall'22 aspirant and looking for universities in the US. I have completed my undergraduate studies in Electronics and Communications Engineering. I want to pursue my master's degree in the ...
4
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3answers
185 views

How can I proceed towards research in Machine Learning while I am working as a software developer?

I currently work as a software developer and I am curious about machine learning research. Does it work if I can spend some extra time to read papers/collaborate towards ML research, or is a Master's ...
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1answer
98 views

Submitting two related papers to two journals simultaneously [duplicate]

I have spent 2+ years working on a project in computational neuroscience that has interest for clinicians and now I am starting to write the paper text. I want to submit it to one of neurology-related ...
1
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2answers
98 views

Publishing a new dataset, based on existing

Is it ethical and academically (or otherwise) acceptable to publish a new dataset, derived from an existing, well cited dataset? The only novelty in this case are: Newly computed features (based on ...
1
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1answer
57 views

How to draft a SOP when one wants to work on a sub-domain they have never worked on before? (CS PhD USA)

Background: CS Undergrad applying to CS PhD Programs (USA) I have experience in a certain domain X. Within X, there are multiple application based sub-domains. Example Domain: Deep Learning Example ...
4
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1answer
69 views

Should I mention future works in my SOP? (CS PhD Fall 2022 USA)

Background: CS Undergrad applying to CS PhD Programs I am working on my senior thesis and have thought about 2 major chapters. Assuming I apply to my preferred universities by dec 1st I will only be ...
1
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3answers
129 views

Patent vs Research paper for a top university admission?

I am working as software developer in a company. I had filed one patent and published one research paper. I want to apply for Master's in a top university (like NUS at Singapore or German universities)...
3
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1answer
251 views

Academia vs. Industry for Machine Learning [closed]

For PhD students in machine learning, academia vs. industry is an increasingly strange choice. Getting a faculty job at a good university is still quite hard, but the pay is hugely lower than in ...
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1answer
78 views

How can I get involved with applying my expertise in a specific subject?

I have recently obtained my MS in data science, and am interested in applying it in a few specific fields - urogynecology, microbiome research, and others. I'm still connected to my university as a ...
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2answers
68 views

Applying for PhD vs Masters (CS USA)

Background: CS Undergraduate applying for Fall 2022 session. (MS/PhD CS USA) Knowing (and for obvious reasons) that it is "easier (higher chances)" to get into a masters program than a PhD ...
0
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1answer
119 views

Doing a PhD in data science / machine learning after a PhD in civil engineering [duplicate]

I am about to finish my Ph.D. in civil engineering, I would finish it by the age of 28. I don't like my field that much and was pushed to pursue it from the beginning (at that time, was very confused ...
1
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1answer
135 views

Is it okay to have an additional authors for majority of my work in my undergrad thesis?

Background: My undergrad thesis primarily consists of 4 Methods converted into individual chapters (excluding intro, results, conclusion etc.). One chapter dedicates one specific idea. Each chapter is ...
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1answer
106 views

Could it hurt my grad school application if I state a secondary research interest in which I have little experience? [closed]

Background: CS Undergrad applying to CS PhD USA. I am interested in this 'X' domain but have not really invested time to do 'research' in it because it is computationally very demanding and I do not ...
0
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1answer
48 views

Is it necessary to discuss the reason of the algorithm choice in my paper?

In my paper, I used a specific ML algorithm for modeling and I wonder if it necessary to discuss the reason why I chose this algorithm instead of the others?
0
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1answer
66 views

Importance of domain selection for undergrad applying to a PhD program (USA CS)

Background: CS undergrad applying to CS PhD programs in the USA right after graduation. As an undergrad, I research on (and will be till applications are submitted) broadly on 3 applications of a ...
2
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0answers
81 views

Taking an applied internship postponing the end of the PhD

I'm a PhD student in Europe, currently in my 3rd year of pure mathematics. It was supposed to be the final year of my studies before finding a position either in industry or in academy. However, the ...
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1answer
62 views

Master Thesis within Data Science with restricted knowledge and time [closed]

We are two double-degree students within the fields of business and data science. Our goal was to write a master thesis within the department of business & management and change it accordingly so ...
-3
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1answer
276 views

How do I proceed after having sat an exam where the instructions and problems were, seemingly, logically incoherent? [closed]

TL;DR I sat a timed (2 hour) online (home) exam for an online (due to COVID) statistical/machine learning class. It seems clear to me that the exam instructions and problems are logically incoherent, ...
2
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0answers
84 views

Is it ethical to publish my own idea when ex-colleagues also wanted to work on it, and how do I make it clear which parts are my own contributions?

Context: Some years ago I collaborated on a paper, with my advisor and another grad student (first author), in which we would include a certain competitive machine learning algorithm and a ...
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1answer
98 views

How to prepare for CS phd as with a bio MS and non-academic CS experience

I really want to pursue a phd in CS to delve into machine learning and AI, specifically natural language processing. The catch is I don't have a single accredited CS course and little math on my ...
0
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1answer
243 views

Publishing papers in pure vs applied machine learning research [closed]

As far as I understand, in pure Artificial Intelligence (AI) research one is required to come up with a new/improved algorithm and show that the algorithm has competitive performance across a set of ...
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3answers
162 views

What percentage of the code should be yours in a final year computer science project? [closed]

I have a final year project in Artificial intelligence and I need to make a facial recognition project. I'm confused how to start this project and how plagiarism works in terms of coding? No one would ...
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1answer
135 views

How does one proceed when publishing a research paper to refute the conclusions of another (someone else's) research paper?

I am a computer science undergraduate going into grad school and trying to learn more about research. How does one proceed when publishing a research paper to refute the conclusions (or some of the ...
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1answer
178 views

Is reading machine learning theory only good for academia? [closed]

I am a computer science student with about one semester left before graduation. Currently, I have some free time — about a month before the final semester begins. I am interested in artificial ...
2
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1answer
202 views

Strange/impolite to request a faculty I've not met before to have a look at a postdoc research proposal I've written?

I'm submitting postdoctoral applications to a few places to receive external grants, and I've written a proposal all by myself. However, I'm planning to come back to academia after two years in ...
5
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2answers
543 views

Can we upload an unfinished paper of theoretical nature to arXiv where the theory has been established, but illustrations are still to be added?

I'm writing a short (say around 7-10 page long) article on theoretical machine learning and I've established the main theoretical result with a complete mathematical proof. I've also written the other ...
0
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2answers
67 views

Journal for machine learning applied in finance [closed]

I've written a new paper where I'm proposing methodological improvements to neural network training. I have simulation data and empirical results in financial markets to backup my algorithm. I'm now ...
0
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1answer
155 views

Gaining software skills after PhD. Is it possible to achieve it in 6 months? [closed]

I have completed my PhD few months back. I am about to start my postdoc at my PhD lab soon. I will be working on a different project than my PhD. My PhD was in computational materials science. I used ...
4
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1answer
106 views

How to get feedback on unfinished research papers if I don't have any direct contact with people qualified in my field?

I have a question which can seem a bit unusual. How can I get feedback on unpublished scientific articles if I have no direct connection with anyone qualified in my field? The fact is that now I am ...
2
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0answers
67 views

What if I found some machine learning datasets are not trustable? [closed]

I'm doing research on object detection for aerial images (drone capture from above). And many datasets I think their ground truth is not perfect (but also buggy), some object obviously but be ignored ...
4
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1answer
188 views

Using a github code for my journal paper

I'm conducting research on cyber bullying classification. I recently found a github repository containing code on sentiment analysis which looked at different machine learning algorithms, doc2vec + ml ...
8
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1answer
212 views

What's the difference between Machine Learning classifications in Computer Science and Statistics on arXiv?

I notice that there are minor classifications called Machine Learning in both classifications of Computer Science and Statistics respective named cs.LG and stat.ML on arXiv, what is the difference ...
5
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1answer
137 views

Guidelines for communication of machine learning methods in empirical research papers

It seems to me that machine learning methods are being adopted more and more often in empirical academic research and modelling. Whereas scientists are often quite familiar with traditional ...
4
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1answer
229 views

When does a piece of work on machine learning have enough material to be publishable?

I am addressing the research especially the community on machine learning or deep learning. For someone who is interested on applying machine learning or deep learning on another field. What do you ...
2
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5answers
348 views

Difference between Statistics and Machine Learning? [closed]

What would I learn as a Ph.D Student in Statistics that I wouldn't learn and vise-versa in Machine Learning Ph.D program?
25
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8answers
7k views

Is expanding the research of a group into machine learning as a PhD student risky? [closed]

I have the opportunity of doing a PhD under the supervision of an expert in medical imaging at a top institution. Currently their group does not conduct research into the application of machine ...
3
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1answer
1k views

Switching from physics Masters to machine learning PhD

I am doing a Masters in theoretical physics. It's been half a year since I've begun my Masters. Recently, I find myself intrigued by machine learning and would like to do a PhD in machine learning ...
7
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4answers
2k views

PhD in Machine Learning from CS Department or from EE Department? [closed]

I am from electrical engineering background and I want to do PhD in machine learning. But machine learning is a multi-disciplinary field and available in many departments. So I am bit confused that ...
10
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3answers
9k views

What are the potential pitfalls of having a PhD in machine learning?

This is a follow up question from this one. From what I read in that question I understood that in most cases the PhD is not a good idea to grow a good career in the industry. However I contacted ...
5
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2answers
3k views

Contemplating about a second PhD in statistics/machine learning

I have been thinking about a second PhD for the last year. I am currently a doctoral candidate in civil engineering at University of Texas at Austin (ranked 6th in my discipline) and working as a ...