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Algorithm and Python Expert for Garment sizing recommendation

We are a garment sizing recommendation software company based in Estonia and London. Our software is used by fashion retailers to give their customers a better decision on what size to purchase. Right now the app works purely using past shopper data and sizing feedback, no size charts required.

We do not use any machine learning or advanced algorithms to make the sizing predictions, and therefore the current build has various weaknesses and can cause inaccuracies. We also do not utilise any external datasets.

To improve the software and utilize machine learning to make more precise sizing recommendations, we are seeking a data scientist with python experience and general experience in solving similar situations to our use-case.

To summarise what we do have and what we want:

We HAVE:

- Gender, height, weight, body shape, fit preference, age - from previous customers

- Fit feedback on if the product they purchased fitted them or not.

We DON'T have:

- Use of public datasets, such as:

[login to view URL]

[login to view URL]

At the moment we are relying only on our own data from the specific retailers existing customer base. This means that we cannot give predictions on size until the product has a specific number of purchases from customers who provided their body data. We would like to combine datasets such as this one above in order to provide recommendations when we don't yet have purchase data. The question is, how can we utilise this public dataset in our use-case and combine it with our brand specific purchase data?

- Currently fit feedback has no impact on recommendations. The way we are generating recommendations is based solely on PHP now (finding close data within a specific height/weight range), not an ML model.

- We do not have a model that can take garment measurements and predict sizing based solely on the garment measurements. See this article

[login to view URL]

I would like to know if it is a viable option to create recommendations based on garment measurements provided by a specific retailer. OR should we stick to utilising clothing fit datasets like mentioned further up? What is the best way of cold starting a product size predictions? If a product has no purchase data, how should we generate recommendations - using the public purchase dataset, or by requesting garment measurements from the brand and utilising them in a model?

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We already had an ML model made by a data scientist using random forests and the problem we encounted is that if there was one row in the database where a customer provided fit feedback stating a product fitted them, it would generate a recommendation of 100% certainty that the new visitor should choose this size. It did not consider other close values. If there was only one entry for someone of the same height, weight with fit feedback of 'fitted' then ignoring other data. I understand this is how most algorithms work, but how to we solve this?

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You will be responsible for reviewing our current process, reviewing and planning implementation of improved algorithm, utilising public datasets combined with our own data and building a new solution. Your knowledge and work will be fundamental to the improvement of our software so it is vital that we hire something who is highly talented with great mathematical skill.

Your application should be integrated with our PHP application, most likely through an API. You should be able to support our developer on integrating your system.

This is a part time role that will typically be paid on a fixed fee or hourly fee for completing certain tasks.

If you think this is the perfect job for you, please get in touch with us!

Taidot: Python, Deep Learning, Datatiede, tiedonlouhinta

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Tietoa työnantajasta:
( 0 arvostelua ) Brighton, United States

Projektin tunnus: #24015615

19 freelanceria on tarjonnut keskimäärin 543$ tähän työhön

AwaisChaudhry

Hi, How are you? Upon reading brief details I believe its a doable job I have great experience doing projects with Data Mining, Data Science, Deep Learning, Python. I am confident about getting this done. While I belie Lisää

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artkulak

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jinc772

Hi, there. I am a senior data analyst & scientist and have 3+ years of experience in data science. I have academic knowledge and good experience in Python and several data science libraries such as Pandas, xgBoost, Sc Lisää

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BellaMenteInc

Hi, We have team of ACM-ICPC Finalists and Competitive Programmers and have stronghold on Computer Vision, NLP and Optimization algorithms. We can guarantee you the project completion after discussing details about th Lisää

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sodiqa32

Hello, I am pleasure with your job as detailed. Thank you for the job posting. It’s a pleasure to meet you. I’d really like to work with you on this one if possible! I do have a couple of questions, but first I’d like Lisää

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hayat38402

I have extensive experience in the domains of:  Neural Network/ Natural Language Processing  Machine learning/Data Mining  Deep Learning and Computer Vision  Image Recognition & Artificial Intelligence  AI text a Lisää

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helgekrueger

Hi. This sounds like a very interesting project. I have five years of enterprise software development experience and am a machine learning/data science enthusiast. I am experienced in using both php and python, but I Lisää

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abdurrehman1985

Hi I have read all the descriptions regarding your requirements. One thing I picked instantaneously regarding "fit" (giving 100% recommendation). Here you need feature engineering, creating new features based on the r Lisää

$600 USD 10 päivässä
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forgoodGOD

hi there I hope you are good. I can work on your product " Algorithm and Python Expert for Garment sizing recommendation " t oyour satisfaction. My experience over the years are : - deployed Machine Learning and AI Lisää

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SteveMike110

I've reviewed your job post & brief thoroughly, i can assure you the best out put as per your requirements. I have extensive experience in WordPress, WooCommerce, uploading products, migrating, redesign, responsive, s Lisää

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talented0206

Dear sir. Your project attracted my attention at first glance, because I've extensive experience in Programming. I'm really confident about your project, and very eager to join your project. If we have a chance to coop Lisää

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DevLuca

Hi. I'm Australian and recently completed a masters degree in AI (I can give a certified link to show that). I'll give some of my thoughts; if it sounds like I'm suitable then send me a message. The problem you're ex Lisää

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hPlanks

I have been working in python for a year and being from engineering background I'm familiar to ML algo. Can't say exactly how many days however 20 - 30 days will be sufficient for good implementation.

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nkrfreelancer

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basavarajpatil

Hi I have read about your job description. I have worked previously in the garment industry to ‘ Recommend Brands’ and not size. Their I experienced and observed different brands produce the product like ‘Shirt’ of Med Lisää

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sVisavalia

Hello There, In your case, it requires Deel Learning too as machine learning works with past records with huge numbers only which in some cases you don't have. One more thing is, random forest cant be applied in your Lisää

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flaiti97

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danielvarnai

Sounds like you have an interesting project there. Something that comes to my mind right away would be teaching several models based on different input parameters then creating an ensemble of them and based on the avai Lisää

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maakingsl

Nice to meet you I am a Machine Learning expert In all domains such as industry, economy and biomedicine, any hard problem can be resolved using Artificial Intelligence Techniques. In my PhD research, I have developed Lisää

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