I require a freelancer who knows how to code in Python 3.6 on Jupyter Notebook and one who has prior experience in creating recommender systems using techniques such as: Content Filtering, Item-Based Collaborative Filtering, User-Based Collaborative Filtering and Hybrid Approach, etc. The freelancer should also be able to evaluate these approaches to measure the effectiveness of each approach and compare these with one another, i.e. the model accuracy score so that we can see the accuracy of the recommended items.
I have some code available for the freelancer to work on so that the freelancer does not have to work from scratch.
The recommender system in summary is a system where ‘users’ would fill in questionnaires, which determine the category of ‘items’ to recommend and subsequently the recommended ‘items’ within that category would be shown to the ‘user’. The ‘user’ would then select a recommended ‘item’ from a choice of the top 3 ‘items’, they would then use the ‘item’ and provide feedback on it on a later date. The feedback would then go on to influence the recommendation for other ‘users’ as well as the ‘user’ themselves.
I also need to integrate A/B Testing/Multi-Armed Bandit of items into the recommendation system.
The data (user, item, feedback) for the recommended system is currently on CSV files but I will move to an SQL database later on. The recommender system will be connected to a web front end so knowledge of SQL and PHP will be beneficial.
I will be able to provide more details over chat and am flexible with the way the freelancer would like to approach this. Ideally the more knowledgeable the freelancer is in this area the easier the project is for both of us.
If I find the freelancer great to work with, there will definitely be more work in future. Please do not bid if you have not created recommender systems before, as I would like to finish this project as quickly as possible. This is also a learning curve for me so someone who is able to explain the coding and process to me would be ideal, as I would need to later document this.
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Hi there..... Warm Greetings We came along with your request for Python 3.6 based recommendation system/engine and we reviewed your project description. We'd like to help you with confidence and satisfying result Mai multe
Howdy!. Do you need to finish this project as quickly as possible and to integrate a/b testing/multi-armed bandit of items into the recommendation system ?.I think i can do this project Our skills same Mai multe
House object detection for an Australian client -Traffic light detection for a self-driving car startup -Logo detection in a video stream for a Israeli brand endorsement company [login to view URL] - classification for different f Mai multe
Hello, I have experiences in Python jupyter. I did some projects using jupyter. I can help you with high quality. Thanks.
Hello, Greetings of the day.!! 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! Mai multe
Greetings of the day!! Hope you are doing great. I have gone through your requirement and very excited to work on your project. I have more than 4 years of experience in Python, Django, Node.JS, Angular.JS, and Sock Mai multe
Hello, friend. I am interesting in your project since I am an expert in data processing. I hope to hear from you soon. Thanks.
I have worked in python for 5 years. I have developed a mental health project expression recognition in python integration with android, natural language processing in python, regular expressions handling, development Mai multe
Hi, I am an expert in Python Jupyter. I have many experiences in machine learninig, wireless sensor network and so on,. I can help you with high quality. Thanks.
I am working as a data scientist for 3 years and have single handedly developed recommendation system for an offline retailer's app with all the accuracy measures and outcome refreshing embedded into the system. I also Mai multe