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Machine Learning to carry out matching of resumes and job orders

₹12500-37500 INR

Imefungwa
Imechapishwa about 6 years ago

₹12500-37500 INR

Kulipwa wakati wa kufikishwa
Hi, I require a python based matching CV and JD parsing and matching algorithm. So basically, this algorithm will ask a user to submit CVs and Job Descriptions. The inputs would comprise of a resume and n number of job orders. The output will be in the form of - 1. Parsed Job Description JSON 2. Parsed CV JSON 3. Absolute Matching scores for each resume against each Job Order and vice versa. 4. Absolute matching scores for each job order against each resume Please let me know if you have worked on a similar project? Also, which libraries would you be able to re-use. I require you to to provide me the following - 1. Your methodology to go about this project 2. What would you require from me 3. What would be a good time frame for this project I have a dataset of approx. 25000+ Job Orders and 3000+ resumes, all unstructured. This is an accuracy linked project. Would be keen on hearing how you would be maximising the accuracy of the matches.
Kitambulisho cha mradi: 16222633

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14 mapendekezo
Mradi wa mbali
Inatumika 6 yrs ago

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14 wafanyakazi huru wana zabuni kwa wastani ₹61,526 INR kwa kazi hii
Picha ya Mtumiaji
Hi, I have experience using R for data analysis as well as recommendation engines. I have built a prototype job and candidate recommendation engine quite similar to the project you describe. I would be happy to demo it to you. To improve accuracy, I would look at building a number of models using different algorithms and creating an ensemble model. Regards, Chris
₹27,777 INR ndani ya siku 10
4.7 (17 hakiki)
5.7
5.7
Picha ya Mtumiaji
I have a working resume parser with me. Tested on various formats like .pdf, .html, .docx so, that will be the good start. Coming to your questions: 1) Methodology: Naive bayes to start with. We can rank resumes for a given rank based on their required set of skills. 2) If you can provide a tagged dataset of few resumes it would be great. I can develop a supervised learning method to perform the task. 3) It will be finished in a week if you are looking for a moderately accurate system.
₹35,000 INR ndani ya siku 10
5.0 (22 hakiki)
5.1
5.1
Picha ya Mtumiaji
We are highly experienced Post Graduate Engineers, Doctors, IT, ITES, Software, Infrastructure Professionals, Web Designers and IT Architects. We can redo, improve, and publish any engineering, scientific MATLAB, SIMULINK, PSPICE, NS2, NS3 based IEEE papers. We can give remote support in Wintel, ADS, Unix, Storage, Backup, Network, Security tracks. Have experience in Active Directory, DNS, DHCP, FTP, IIS, SharePoint, CRM, SQL, WDS, ADRMS,ADFS,ADLDS, SCCM, Citrix Xenserver, Citrix XenApp, CRM,CRM Outlook connector IFD, Linux, Apache, My SQL, Postfix, VM Ware, Vcenter, VCO, VOIP (3CX)WHM, cPanel, H-Sphere, Hosting Controller, Plesk, DirectAdmin based web hosting support. We work in PHP, JAVA, ASP, DOT NET, Prestashop, Magento, woo commerce, OSCommerce, WordPress, Joomla, Web Hosting Panels Programming, LAMP, Android java development, Backend Server APIs, Android, Java, C/C++, Linux, PHP, MySQL, AJAX, JavaScript, C#, Visual Basic, PHP, MS SQL, My SQL, PHOTOSHOP, CSS, Bootstrap, HTML, JQUERY, JAVA, SCRIPT. We specialize in business, technical, academic, commercial, fiction, and Blog Writing, Dissertations, Academic papers, eBooks, Fiction, Sci-Fi thriller, Technical content, Articles, Web content, and blogs
₹12,500 INR ndani ya siku 5
4.6 (24 hakiki)
5.1
5.1
Picha ya Mtumiaji
I have already delivered same type of project "resume-posting matching model". I have nearly 2 years experience in this domain. let us discuss your project requirements and cost as per your requirement.
₹22,222 INR ndani ya siku 10
5.0 (10 hakiki)
4.2
4.2
Picha ya Mtumiaji
I did some same project on my second year and have a lot of experience with NLP, ML and neural networks. I think your work is a already implemented in industry so exactness will be confirmed
₹16,666 INR ndani ya siku 3
5.0 (6 hakiki)
3.9
3.9
Picha ya Mtumiaji
I have done my final year project Handwriting recognition using Machine Learning algorithms. I was able to do the project well handling large amount of training set. I used both Python and Matlab. Having strong exposure to both Machine Learning and python I feel that I would be able to take up the project.
₹27,777 INR ndani ya siku 10
5.0 (1 hakiki)
2.4
2.4
Picha ya Mtumiaji
I will develop this
₹33,333 INR ndani ya siku 15
0.0 (0 hakiki)
0.0
0.0
Picha ya Mtumiaji
I am a creative, flexible and focused individual who is interested in Data Science, Machine learning, Deep learning, Natural language processing, Big Data, Image processing and entire Analytics space. I have acquired knowledge of Python programming. I have exposure to COMPUTING SKILLS Programming Languages: C, Java, Python Machine learning: Logistic Regression, Decision Trees, Linear Regression, Neural Networks, SVM, Naive Bayes, K-means, Random Forest… Deep Learning: Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks... Big Data: HDFS, MapReduce, Spark, Hive, Flume, Pig, Sqoop, Hbase, Kafka, Oozie, ZooKeeper, Mahout... Natural Language Processing: Nltk toolkit. Digital Image Processing: OpenCV. PROJECTS I have experience in working various projects related to Machine Learning and Deep learning. I am good at explaining complicated ideas. I am a part of a fair number of projects, for example: Object detection from dynamic viewpoint: Object detection from the dynamic viewpoint is a Machine learning and Deep learning based project where the trained system can detect the objects like cars, buses etc. from the dynamic viewpoint like moving the camera or a drone camera. Advanced topics of Machine learning/Deep learning like Convolutional Neural Networks (for image detection) and Recurrent Neural Networks along with Long Short-Term Memory (for caption generation)
₹27,777 INR ndani ya siku 10
0.0 (0 hakiki)
0.0
0.0

Kuhusu mteja

Bedera ya INDIA
mumbai, India
5.0
7
Mwanachama tangu Jun 2, 2016

Uthibitishaji wa Mteja

Asante! Tumekutumia kiungo cha kudai mkopo wako bila malipo kwa barua pepe.
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