Machine learning to detect non-human mouse movements on a webpage

Hi all

I need to be able to detect non-human mouse movements on a webpage (any webpage).

I can provide a large amount of training data (real human mouse movements on a webpage). This would contain the x, y coordinates and timestamp of each mouse movement. For example:

x | y | timestamp

1 | 1 | 1538054356

1 | 2 | 1538054359

2 | 3 | 1538054370

2 | 4 | 1538054392

There would be data like this for thousands of humans.

I need the following from you:

1. You figure out what is the best way to train a model for this. You need to document this: both your logic and how to create the model.

2. The model should be able to accept the same input as the training data above (x, y, timestamp). For example, an array of dictionaries of data:

[{x: 1, y: 1, t: 1538054356},{x: 1, y: 2, t: 1538054359},{x: 2, y: 3, t: 1538054370}]

It should then output a probability score of it being a human.

3. You need to test your model using both human and non-human mouse movements. You can use something like [login to view URL] to simulate mouse movements. Of course you can use any bot you want for this.

4. We need at least 80% accuracy.

Any questions, please ask. Thanks.

Beceriler: Javascript, Makine Öğrenimi, Python

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İşveren Hakkında:
( 25 değerlendirme ) Hong Kong, Macau

Proje NO: #17851971

Bu iş için 28 freelancer ortalamada $517 teklif veriyor


Hello sir I am a qualified python developer with 8 years of professional experience. I have built many classification models with python. I am going to use LSTM algorithm for this task. I am ready to start the work. Daha Fazla

in %bids___i_period_sub_35% gün içinde750%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(74 Değerlendirme)

Hello sir, i have relevant skills and experience as you requested on your project description...i can share some demo as well in further chat. Let's discuss more about project to finalize the proper scope with estimat Daha Fazla

in %bids___i_period_sub_35% gün içinde555%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(34 Değerlendirme)

Hi, I am interested in your project. I am Python and Machine Learning specialist, certified by Freelancer. I fully understand your requirements and I am sure I can help you. Let's discuss details by chat.

in %bids___i_period_sub_35% gün içinde250%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(57 Değerlendirme)

Hello! This is Vibrant Webtech and I was glad to see that you're looking for help for project Machine learning to detect non-human mouse movements on a webpage. I've delivered more than 400 + projects in the last Daha Fazla

in %bids___i_period_sub_35% gün içinde750%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(34 Değerlendirme)

Hello, there, I am very happy to put my bid on your project. I am an expert of machine learning algorithm and senior software developer, so I am interested in and confident to do this project. I hope to discuss ever Daha Fazla

in %bids___i_period_sub_35% gün içinde250%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(40 Değerlendirme)
in %bids___i_period_sub_35% gün içinde526%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(1 Yorum)

Hi I have already worked on Machine learning and have created few projects as well. I am interested in your project and want to work with you on this project . I am Expert in Machine Learning and have 5 years of exp Daha Fazla

in %bids___i_period_sub_35% gün içinde555%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(8 Değerlendirme)

I am a professional Data Scientist in an IT company with 3+ years of Python, Machine learning and Natural Language processing, have experience working with many challenging problems and also with different tools and l Daha Fazla

in %bids___i_period_sub_35% gün içinde750%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(29 Değerlendirme)

This project is amazing. I recently read a paper on how we can do this. Would love to implement it. I have over 4+ year experience in python and over 2+ year exp in deep learning. Please open a chat to discuss (you can Daha Fazla

in %bids___i_period_sub_35% gün içinde600%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(2 Değerlendirme)

Hello, Greetings of the day.!! question 1) do we have actual labels for that data like x y time human x y time nonHuman ping me i want to discuss few things about me - Your project attracted my attention at fir Daha Fazla

in %bids___i_period_sub_35% gün içinde311%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(17 Değerlendirme)

Hello, I read all your description and understand mainly. so I am sure that I can do that. In fact, I have a rich experience with python and machine learning. please look at my profile and this URL. https://loginfa Daha Fazla

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(14 Değerlendirme)

we are a team of persons sharing a lot of knowledge in artificial intelligence field. we are experts at machine learning, deep learning, artificial intelligence and computer vision, we work on many environments and Daha Fazla

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(9 Değerlendirme)

We have 11+ years of experience in software development. We have developed 400+ projects and the research paper in the field of Machine Learning, Artificial Intelligence and Image processing (GIS), Network, SEO based W Daha Fazla

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(7 Değerlendirme)

Hello, Im a computer science engineer that has great experience with machine learning on both the high level "Operater" and low level "Designer". Looking forward to working with u

in %bids___i_period_sub_35% gün içinde388%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(9 Değerlendirme)

Hi. For your problem i would suggest using RNN/LSTM/GRU algorithms. These are sequential algorithms and i think these algorithms can provide best results because it would contain end-to-end learning. I’m am expert in p Daha Fazla

in %bids___i_period_sub_35% gün içinde555%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(5 Değerlendirme)

I am [login to view URL] from IIT Delhi. I have done specialisations in machine learning and deep learning. I have worked on Predictive Analytics,data mining, Object Detection and Object Recognition problems. Some of the samp Daha Fazla

in %bids___i_period_sub_35% gün içinde666%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(5 Değerlendirme)

Hello sir. I'm excited about your project, because I've really rich experience in Machine Learning & Python Programming. I've developed many projects similar to yours and excellent skills. If you award me, I'll prov Daha Fazla

in %bids___i_period_sub_35% gün içinde400%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(9 Değerlendirme)
in %bids___i_period_sub_35% gün içinde555%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(1 Yorum)

Hello, i have read the details provided..please contact me to discuss more on the project deadline and some other few things

in %bids___i_period_sub_35% gün içinde500%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(6 Değerlendirme)

Very interesting project. I would comment at first that this network would learn about human and non-human mouse movements. However, it would probably learn how to predict e.g. [login to view URL] Daha Fazla

in %bids___i_period_sub_35% gün içinde300%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(2 Değerlendirme)