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

$250-750 USD

Closed
Posted over 5 years ago

$250-750 USD

Paid on delivery
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.
Project ID: 17851971

About the project

26 proposals
Remote project
Active 6 yrs ago

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26 freelancers are bidding on average $524 USD for this job
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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. Looking forward to hearing from you soon. Best Regards, Yongtao
$750 USD in 10 days
4.9 (126 reviews)
7.6
7.6
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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 estimated cost and time so please ping me over the freelancer chat when you have time. thanks
$555 USD in 10 days
5.0 (49 reviews)
6.4
6.4
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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.
$250 USD in 2 days
5.0 (88 reviews)
6.5
6.5
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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 libraries like Scikit-learn, keras with backend tensorflow, and word2vec, fasttext, textacy etc, let me know if you are interested
$750 USD in 10 days
4.8 (54 reviews)
6.3
6.3
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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 everything of the project in detail with you and work on this project with you. Regards.
$250 USD in 7 days
4.8 (69 reviews)
6.5
6.5
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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 5 years and this makes me very confident with your task.I'd like to have more details before proceeding. This way I'll have the chance to elaborate m bid accordingly. I never ask for payments in front. I will only ask you to release the agreed milestones once the task for each one of them is met and you're happy with it. Feel free to visit my personal page on this platform and get an idea of how satisfied my clients are from my work. Don't hesitate to contact me. I'm looking forward to hearing from you soon.I have more than 5 year of experience in Javascript, Machine Learning, Python. Please ping me for more discussion.
$750 USD in 10 days
4.9 (56 reviews)
6.2
6.2
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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 experience in it. Make sure you choose reliable person which can get you results most accurately more than 80%. I would like to discuss this project in detail with you over chat. Hope to hear you. Best Regards, Rana Hasnain
$555 USD in 10 days
5.0 (10 reviews)
5.2
5.2
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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 first glance, because I've really rich experience in Machine Learning & Python Programming. I have worked on several similar projects before! I'm really confident about your project, and very eager to join your project. I am having 3+ year of experience in Data Science using tools like Python, R, Spark. Worked on multiple projects in various domains like life sciences, CPG, Insurance. I have completed Master of Technology in Machine Learning. If we have a chance to cooperate, I'll do my best to provide wonderful result. Work Areas - Image Processing, Text Mining, Supervised and Unsupervised Machine learning problem, Voice Analytics. Thanks, Abhyudaya D
$311 USD in 10 days
4.6 (54 reviews)
5.8
5.8
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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 python, deep learning and ML algorithms, please check my profile for more info about me and feel free to contact me. Regards Žiga
$555 USD in 5 days
5.0 (7 reviews)
4.7
4.7
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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 provide me the dataset first, I can build initial model, and later you can hire me). I can provide my github if you are interested
$600 USD in 10 days
5.0 (3 reviews)
4.2
4.2
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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 different libraries such as NumPy, TensorFlow, pandas, SKlearn, openCV, graphlab and matplotlib. we are experts in applying machine learning algorithms and optimizing it such as regression, classification, clustering, reinforcement learning and deep learning. we are experts in python, C, C++ and C# . we are experts in visualizing data to be seen by the client in a simple way.
$250 USD in 10 days
5.0 (10 reviews)
3.9
3.9
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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
$388 USD in 10 days
5.0 (10 reviews)
3.6
3.6
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Hello, i have read the details provided..please contact me to discuss more on the project deadline and some other few things
$500 USD in 10 days
2.7 (8 reviews)
4.4
4.4
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I'm pursuing My Integrated Masters in Maths & Computing in India's one of the Top school. My range of work includes solving industry problems using machine learning techniques. I have a good amount of experience in chatbot development using IBM Watson and bluemix, familiarity with machine learning libraries like Tensorflow,sci-kit learn etc. My field of interest is in machine learning, deep learning, Natural Language Processing, data science, algorithms. Work Terms: I will work with you to discover what you need and create the best solution. My priorities are quality and respect of deadlines and budget. I love to share my enthusiasm and passion for creating the best solutions for your problems, so feel free to contact me and let the conversation get started.
$250 USD in 12 days
5.0 (1 review)
1.3
1.3
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Hi, we will be able to implement ANNs in order to predict the probability of automated mouse movement. Before I provide a more detailed proposal I would like to know the type of data that we can work with. Let me know of a convenient time to do so.
$750 USD in 30 days
0.0 (0 reviews)
0.0
0.0
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This is obviously a problem with a timestamp so that it can be easily done through an RNN(Recurrent neural network). I can also use a stronger model LSTM. The model has an input of length three(x, y, timestamp) and output of length 2( probability of each class).
$444 USD in 10 days
0.0 (0 reviews)
0.0
0.0
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I'm equipped with a Master's in CS with specialization in AI from University of Toronto. I also have industrial experience of more than 2 years researching and developing machine learning models. My proposal is to train a single layer RNN (recurrent neural network) that will take each of the input mouse movements and output a single label (human or non-human) along with probability. I expect that the test set accuracy of my model can be up to 90%, but this will depend on the amount of training data you provide me with. I have experience building sophisticated neural networks including Bidirectional LSTMs, GRUs, etc. So, this task will be pretty straightforward for me.
$450 USD in 7 days
0.0 (0 reviews)
0.0
0.0

About the client

Flag of MACAU
Hong Kong, Macau
5.0
29
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Member since Sep 21, 2016

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