I need a recommendation engine to match people with the right jobs. Essentially, we have a list of jobs with various characteristics: Company name, title, job function, Location of job, Fulltime / part-time, List of skills required, Degree(s) required, Desired experience in years, Days since posting, Company size, Company logo, Application link
We also have candidates with the same / similar characteristics / preferences. Example: location preference, full-time / part-time, skills possessed, degrees possessed, experience in years possessed
1. We need to match these candidates with the right jobs based on characteristic matching
2. Beyond just this, we need to match candidates with jobs based on their past choices (i.e. likes and dislikes on jobs). Like Netflix would show movie recommendations based on past viewing
3. Then, we also need to match candidates with jobs that other similar candidates chose. Again, like Netflix would show movie recommendations based on preferences of others like you
The code should be super high performance. Meaning, the models should react in real time and improve matches on the fly (so if a user gives his / her preference on 10 jobs, the models should react and show an updated list).
What do you think? When you respond to me, please respond to the following questions:
1. Are you comfortable with this project (and everything I listed above)
2. At a high level, how are you planning on designing this (needs to be leveraged by a web app / mobile app)
3. Can you think of ways to make it better
Looking forward to working with you!
Thanks!
Dear Sir,
Greeting from IDeepeners!
We are having team of professional in Data Science and Analytics, We had experience in building recommended system. II mention our past few projects.
Project
1. Blog and News Recommender system
2. Movie Recommender system
3. Candidate recommendation based on job for Recruiting Company and many more.
We would be very pleased to help you with across these domains, as our business understanding is very strong, with experiences across many areas.
Feel free to give a quick message and we can discuss further details.
Thanks & Regards
Chhatrapati JAIN
Hi,
I am interested in your work. I am a data scientist and statistician, I can you recommendation approach in machine learning to classify your work and recommend for you.
Relevant Skills and Experience
I have skills in machine learning and it application in recommendation tool to classify your work, and give advice on your work.
1. As a data scientist and machine learning engineer I know how to design, train and apply recommendation systems (like netflix's), and I also have experience programming mobile applications so I am comfortable doing this project.
2. My plan would be to design the recommendation model, train it with the data that you provide, test it, set up a database in the cloud for the mobile app, and design the mobile app.
For the model in itself I would create a matching algorithm and a recommendation system.
3. I think this is the best way to do it.
Check my profile for more information about me of talk to me in the chat.
HI
I am co-founder of Data Science firm called DataToBiz- An AI consulting services firm which helps various business owners to solve their business problems using ML & AI algorithms, in addition to basic data analytics.
We have worked on similar problem statement for two of our clients , one from India & another from Singapore. One was Job searching market place where we need to match the right candidate to the advertised job based on both sides characteristics.
In addition to this, we helped few clients with recommendation engine as well, which will also be part of this project. Google company name for more details on our firm & clients.
To answer your queries,
1. We have done similar work earlier as well, so pretty much confident
2. How to plan --> Obviously, it has to be integrated in to web App, Need more details about existing web infrastructure, where the data is being displayed to help me answer this query in detail. With earlier clients, we integrated the API calls with existing solutions what client was using.
I have experience building 3 recommendation engines so far.
I can give you the option to choose the algorithm that suits your need. That what is the expected output you want, what kind of system you wish to run it on.
There are algorithms that could run on a raspberry pi and some that might need a Tesla K40.
I will study your need before prototyping the engine.
I'm well equipped with the tools to help you with building one.
Hello,
First of all we are definitely comfortable in doing the project.
Secondly we can design the web app and mobile app both. However, I would first like to discuss in detail the entire requirements to get on the same page and assist you with cost effective solutions.
>> I read through your requirements of developing a job portal where:
1. companies could post the jobs.
2. the applicants can apply for the jobs,
3. get recommendations on the jobs based on various characteristics and keywords.
4. recommend job to candidates based on their past searches and based on searches of others with similar job p[references as the candidate.
5. Also, there would be candidate recommendations to employers/companies based on the preferences they set like: locations, skills, experience, etc..
and much more..
=== RELEVANT EXP======
I am glad to tell you that we have experience in developing job portal and a resume parsing functionality which filters out the resumes of candidates based on various keywords and set preferences.
I would be happy to share the experience with you.
======================
Moving on, lets get in touch and schedule a meeting to discuss the requirements in detail.
Note: the price quoted in just an estimate based on the initial requirements, it may vary based on our discussion.
Thanks,
I look forward.
Regards,
Tapan v.
Hi,
It seems you need a customized project development as per your requirement, we at BotRecruits provide a solution in a similar line.
BotŘecruits is a next-generation virtual CRM solution for Business Process Automation. It provides a solution to the most complex industry challenges with the help of cutting edge technology.
BotŘecruits solution offering contains,
ChatBot
Recruitment Marketing
CRM - Candidate Relationship management
Social Media Recruiting
Candidate/Customer Engagement
Custom Web Pages
Online Assessment
Recruitment Survey
Real Estate Solution etc.
We can provide sample work done by us in the Recruitment Industry.
Feel Free to reach out us for any clarification.
Hello there,
I am running my own consulting business focused on Big Data and Cloud Computing. I have experience in implementing multiple personalization solutions for a large enterprises across Australian and New Zealand.
Based on one of the recommendation engine that I build for a startup, I can do this engine in Python and can be exposed to your end applications using API.
I am happy to assist in every possible way so please feel free to reach out.
Cheers
Fayaz
Hello Sir,
we have read your requirement as per that we are ready to work on your job.
and we have a good and expertise team here and we can able to do you job in feature for long time.
So please come online here , we can more discuss with you regarding on your job
Regards,
Shreeya
