Kapalı

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

Daha fazlasını görün: jupyter slider, jupyter notebook interact, jupyter dashboard tutorial, jupyter widgets slider, jupyter dashboard demo, jupyter interactive plots, jupyter dashboard examples, jupyter button widget, jupyter notebook, who do you write an application letter if you want to work in pool office, wanted: application developer for iphone and android -- 2, wanted application developer for iphone and android 2, i want to write a book and i need an illustrator, mini application using jsp, iptv application java based top boxes

İşveren Hakkında:
( 14 değerlendirme ) Franklin, United States

Proje NO: #15363174

7 freelancers are bidding on average $144 for this job

in 3 gün içinde155$ USD
(63 Değerlendirme)
6.8
anupkelkar02

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 fazlası

in 3 gün içinde155$ USD
(36 Değerlendirme)
6.0
sheak

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 fazlası

in 3 gün içinde222$ USD
(12 Değerlendirme)
5.3
pradumnjoshi

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 fazlası

in 3 gün içinde133$ USD
(2 Değerlendirme)
2.2
in 3 gün içinde155$ USD
(2 Değerlendirme)
1.6
HussainGillani02

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

in 3 gün içinde100$ USD
(3 Değerlendirme)
1.5
ericmpapa

A proposal has not yet been provided

in 6 gün içinde88$ USD
(1 Değerlendirme)
0.6