Tamamlanmış

Machine Learning and Forecasting

Project Name: Time Series Forecast of Spending Habits

The overall objective of this project is to process user spending data to predict future spending habits. Submissions are required to be in Python version 3.7 (or later).

Our data includes 90 days of regularly sampled user-data that includes the following:

• Timestamp

• Anonymous User ID

• Total money spent by the User since the previous timestamp

Each user may have a different sample frequency, some may have missing samples, and some spending values may also appear as outliers to usual habits. It is acceptable to interpolate between missing samples and otherwise ignore or manipulate the data to correct spending values considered erroneous or abnormal.

We would like algorithms created that predict spending values for each user at the same frequency as their samples. Predicted spending should extend through the next 30-days from the most recent sample. We would like projects to start with the initial 5 days of data to generate the first prediction, and then iteratively add additional days of data to generate or update each prediction. To summarize, we would like to see 30-day predictions based on 5 days of data, 6 days, 7, and so on, up to 60 days of data. The remaining 30 days are to be used for self-scoring and testing.

We are will score the accuracy of each algorithm based on how closely they predict the cumulative amount spent in a validation dataset from the same users. The validation dataset will not be made available to the developers. Accuracy scoring will place greater importance on the near-term predictions and less importance on the far-term predictions. It is also desired that the algorithms quantify their own confidence for each predicted future data-point. Prediction algorithms will also be evaluated for their stability as they progress from using 5 days of data to 30 days of data.

Beceriler: Python, Machine Learning (ML), İstatistik, Algoritma

Daha fazlasını gör: machine learning matlab coding project, machine learning image processing project, project machine learning matlab, deep learning for time series forecasting pdf, time series forecasting methods, time series forecasting neural network python, machine learning time series classification, time series forecasting: an applied machine learning approach, deep learning for time series forecasting jason brownlee pdf, machine learning time series python, statistical and machine learning forecasting methods: concerns and ways forward, machine learning project, data mining machine learning project, freelancer machine learning project, machine learning project management, machine learning project suggestions, project alpha 60 day trial, machine learning project ideas 2017, housing value forecasting based on machine learning methods, coursera machine learning week 6 assignment

İşveren Hakkında:
( 7 değerlendirme ) Bedford, United States

Proje NO: #23417625

Seçilen:

artkulak

Hello! I do only ML/DS projects, have a vast experience in building Deep learning/ML models. I have built RNNs, Recommenders,dealt with classification and regression tasks. Speaking of your task, I have already worked Daha Fazla

%selectedBids___i_period_sub_7% gün içinde 700%project_currencyDetails_sign_sub_9% %project_currencyDetails_code_sub_10%
(27 Değerlendirme)
5.7
schoudhary1553

Hello, I can help you in machine learning and forecasting. I have gone through your job posting and become very much interested to work with you. I am an expert in this field. I have already completed several project Daha Fazla

%selectedBids___i_period_sub_7% gün içinde 250%project_currencyDetails_sign_sub_9% %project_currencyDetails_code_sub_10%
(53 Değerlendirme)
6.4

Bu iş için 43 freelancer ortalamada $513 teklif veriyor

shivampanchal

I am a Data Scientist with 3+ years of experience in Data Analysis, Statistical Modelling, Machine Learning, Deep Learning, Computer Vision and Natural Language Processing. I have worked across various domains such as Daha Fazla

$500 USD in 7 gün içinde
(85 Değerlendirme)
7.0
shoguna2m

Hi there, My name is Mauricio I'm the Python and data analyst expert from Trascender Global Team, with 4 years of experience in developing Machine Learning programs for diverse predict behavior. I've read the detail Daha Fazla

$600 USD in 10 gün içinde
(71 Değerlendirme)
6.2
williams115

Hi there - My name is Phong. I’ve read your brief and I am very interested in this project because I have good knowledge and rich practical experience in these fields. I am highly qualified for this project and would l Daha Fazla

$500 USD in 7 gün içinde
(43 Değerlendirme)
6.0
alexkrayniy

Hello sir. As a machine/deep learning expert, I'm glad to see your project. If you check my profile, you can see I have deep knowledge in machine/deep learning algorithms with machine/deep learning tools. I also have f Daha Fazla

$500 USD in 7 gün içinde
(4 Değerlendirme)
5.8
nkoutroumpinis

Hey there, I am working as a professional machine learning engineer with multiple years of experience in the field of deep learning. You can check out my profile reviews to get a first impression of the deliverables Daha Fazla

$500 USD in 7 gün içinde
(19 Değerlendirme)
5.6
adeelpirzada

Hi, I'll try to keep this short I have been working on Machine Learning, Pattern Recognition, Event Tracking and Natural Language Processing using Python. Below are areas where I am strong and experienced. N.L.P: Daha Fazla

$525 USD in 7 gün içinde
(12 Değerlendirme)
5.7
AwaisChaudhry

Hi, I have read the brief details on the job listing. I am a full stack web developer with 9 years of coding experience. I have worked with multiple similar jobs before. I have completed 150+ major projects just on thi Daha Fazla

$750 USD in 12 gün içinde
(5 Değerlendirme)
5.5
Seeniea

Hello Dear. I have read your description. I can provide you pridict algorithm and code in 2 days. I have done similar job before, I understand what you want. I mastered Python and Data structure and algorithms. Please Daha Fazla

$300 USD in 7 gün içinde
(5 Değerlendirme)
5.3
iitmshanker

Hi, This problem belongs to a class of pattern recognition problems which are solved using latent factor model. Though Hidden markov model can be again a great idea here. We also, have once solved a blood pressure pre Daha Fazla

$550 USD in 3 gün içinde
(22 Değerlendirme)
5.1
qaisrani123

HI, I am Data Scientist and Machine Learning engineer. My area of interest is statistical analysis of datasets/images and apply ML/deep learning algorithm with python and R. I can intern your tasks. Please visit my g Daha Fazla

$500 USD in 7 gün içinde
(24 Değerlendirme)
5.0
raghavajay3

do kindly reach out to me over chat with the requirements and data to get started. Also, I understand your requirements and would deliver as promised

$250 USD in 7 gün içinde
(45 Değerlendirme)
5.0
aptagrim

Hi, I see that you need some help in time series forecasting on user spending habits and I can help with that. Let me share with you my expertise and profile. I am a Data Scientist and an accomplished certified Projec Daha Fazla

$700 USD in 15 gün içinde
(6 Değerlendirme)
4.4
vorasiddh4it

I have read your requirements. I am managing director of software company and I have team for development so we can complete it perfectly. We have 11+ years of experience in software development. We have developed 40 Daha Fazla

$1000 USD in 10 gün içinde
(11 Değerlendirme)
4.4
jinc772

Hi, there. I am a senior data analyst & scientist and have 3+ years of experience in data science. I have proceed several challenging projects of data science, such as credit card fraud detection using GAN, cryptocurr Daha Fazla

$500 USD in 7 gün içinde
(3 Değerlendirme)
4.0
umairkaramat24

Hello There. How are you doing?. I have read the description, I have great experience doing similar jobs related to these skills Algorithm, Machine Learning (ML), Python, Statistics. Please start the chat so we can hav Daha Fazla

$555 USD in 9 gün içinde
(5 Değerlendirme)
3.5
shaheryartariq90

Hi ! I have read your project description .I have 2 year experience of Machine Learning .Deep Learning, Computer Vision and Natural Language Processing (NLP). I have worked on the following projects : - Face Recognitio Daha Fazla

$700 USD in 7 gün içinde
(6 Değerlendirme)
3.6
Valuesolutions

Hello, I have read the details provided..please contact me to discuss more on the project deadline and some other few things

$500 USD in 7 gün içinde
(18 Değerlendirme)
5.0
mquesada90

Hello. Thank you for your posting. I am Marvin, a deep learning expert. Recently, deep learning is getting more and more popular in almost all fields. I worked on a lot of deep learning projects like NLP, prediction, v Daha Fazla

$700 USD in 7 gün içinde
(8 Değerlendirme)
3.7
freeproject800

Hello sir We are a group of expert each one has a master degree in statistical analysis , machine learning .. We have more than 9 years of professional experience in r programming language and python We can start now Daha Fazla

1 gün içinde %bids___i_sum_sub_32%%project_currencyDetails_sign_sub_33% USD
(13 Değerlendirme)
3.7
hsh564cf84accd96

I am writing this proposal in order to work for you in Software and Web Development. We are highly trained professional developers seeking to freelance and earn online. Having a flair in programming and development I Daha Fazla

$250 USD in 7 gün içinde
(3 Değerlendirme)
3.1