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Expert-assisted Data Mining/Machine Learning.

A web-based application programming that has invloced visual data mining and active learning.

The main idea would be that instead of doing a DM/ML pipeline from scratch without any knowledge on the data by trying an enormous amount of various models and their settings, try to involve the user/expert in the process.

In many application domains, utilizing Machine Learning (ML) and Data Mining (DM) faces on of the following two problems: either, there are not enough data for learning or only a small portion of the large amount of available data is labeled. For such cases, so-called Human-in-the-Loop Machine Learning (HitL-ML) and Visual Data Mining (VDM) approaches are carried out which, in some extent, involve the domain expert in the learning process. The the survey shows the available approaches for HitL-ML and VDM in the literature, provide their comparison and implement a prototype of an Expert-assisted Data Mining/Machine Learning framework in which, instead of doing a DM/ML pipeline from scratch without any knowledge on the data, the user/expert is involved in the process. The work is on the boundary between the research areas of active learning, automated machine learning and data visualization. The web-based application domain for the implemented prototype will be specified based on the outcome of the literature survey.

Survey will be shared once there is a serious applicant. The survery and proposed algorithms are ready, only implementation needed.

Taidot: tiedonlouhinta, Java, Python, Tietojärjestelmäarkkitehtuuri, MySQL

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Tietoa työnantajasta:
( 0 arvostelua ) Budapest, Hungary

Projektin tunnus: #27971745

6 freelancers are bidding on average $183 for this job

schoudhary1553

Hi, Greetings! ✅checked your project details: Expert-assisted Data Mining/Machine Learning. ✅Completed Time: In project deadline We have worked on 600 + Projects. I have 6 + years of the experience in same kind Lisää

$220 USD 4 päivässä
(132 arvostelua)
7.1
dezolution

Hi, I am Andry, a SW engineer with backgrounds in robotics and image processing. Your project sounds interesting and I think my experties can definitely be helpful for completing the project successfully. I think I Lisää

$100 USD 21 päivässä
(37 arvostelua)
5.8
suyashdhoot

Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp Lisää

$250 USD 7 päivässä
(35 arvostelua)
5.9
nycer847

Hello Dear, I see that you need Machine learning Expert. Well, I am an experienced Data Scientist and Machine Learning Engineer. I have expertise in Data Visualization, NLP, Deep learning, Artificial intelligence, ma Lisää

$250 USD 12 päivässä
(1 arvostelu)
3.8
chiranjibpatra

Hi I am PhD in computer science .Off recently I have used Resnet50 in nlp for the classification of clinical notes and achived an efficiency of 99.98 % . Your project is itself very interesting and challenging Lisää

$30 USD 7 päivässä
(9 arvostelua)
3.5
atulverma124421

Hi, Thanks for sharing your project requirement here and I will be more than happy to help you. I can start your project immediately and let me know if you would like to discuss anything further with me. Thanks Atul Lisää

$250 USD 7 päivässä
(0 arvostelua)
0.0