Symbolic Regression Mini-Application within Jupyter Notebook

Objective: to create a general-purpose piece of software which allows for easy point and shoot model development which is highly interpretable.

Example open-source library’s which can help with tackling the project we are after:

• [url removed, login to view]

• [url removed, login to view]

Steps we expect the software (which by the way should happen inside of a Jupyter Notebook – nothing fancy):

Enter Data

• Think CSV or Tabular view of data

Prepare Data

• Basic stuff

• Handle missing data (offer median or mean of column)

• Categorical needs to be converted to dummy variable (1 if present, else 0)

Set Target

• Search for a formula f( ) that satisfies the equation

• Primary options

o See Building Blocks section at the bottom

o Check the boxes next to building blocks you want to be included in the mix.

• Error metric

o See error metrics we need to show

Start Search

Figure 1-Example of performance statistics updating during search

Figure 2-Example project log of all the various solutions being tested and when.

Figure 3-Example of achieving objective over time.

View Results

Figure 4-Example of formula output

Figure 5-Example of stack ranked solutions by lower error rate

Figure 6-Example of plotted x and y values for train, validation, and solution sets.

Figure 7-Example output of statistics on train and validation data.

Figure 8-Example of Evaluation Metric as compared to the complexity of formula.

*** Please See Attached Document for More Details ***

Beceriler: Veri Bilimi, Matematik, Python, Yazılım Mimarisi, Yazılım Geliştirme

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İşveren Hakkında:
( 14 değerlendirme ) Franklin, United States

Proje NO: #15363174

Bu iş için 7 freelancer ortalamada $144 teklif veriyor

in %bids___i_period_sub_35% gün içinde155%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(63 Değerlendirme)

I am expert in python in machine learning , data analysis ,API integration , lexical analysis and Odoo ERP customization . Relevant Skills and Experience Also a good hand for web application designing and development Daha Fazla

in %bids___i_period_sub_35% gün içinde155%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(36 Değerlendirme)

Hello! Being one of the most experienced Statistician/Mathematician on this website with around half thousand excellent reviews and proven track record, I would love to work on this project. I am experienced data analy Daha Fazla

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(12 Değerlendirme)

I have worked on python and data science , both on linear and non linear statical models , to optimal control theory. I would like to know more about methods that we can use Relevant Skills and Experience Python , C Daha Fazla

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in %bids___i_period_sub_35% gün içinde155%project_currencyDetails_sign_sub_37% %project_currencyDetails_code_sub_38%
(2 Değerlendirme)

We can help you to do this task. Relevant Skills and Experience Data Science, Mathematics, Statistics Proposed Milestones $100 USD - m

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A proposal has not yet been provided

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