Закрыт

regression : what to do with small number values for categorical features to tune deep neural network

It is regression task

*** regression from scikit learn works fine , I want to train NN to get better results ***

python code to tune deep NN for tabular data - not NLP , not Images

what to do with small number values for categorical features to tune deep neural network

**** MAIN DIFFICULTY IS SMALL NUMBER OF OBSERVATIONS FOR EACH UNIQUE VALUE ***

do you know how to train NN with the low observation numbers?

data 1 million rows

for example 20 features

each feature has unique 570 categorical values

pls provide prove you can do it ,

I see many people placed bid , but vast majority even do not understand what is it about ..

target is continues , mean is 800

data 1 million rows for example 20 categorical features each feature has unique 570 categorical values

then in average

140 observations for one unique value

140~ = 100000 / 570

you need generate data by yourself, do not forget include dependency between features and features and target

simulate data by yourself with predefined patterns, them prove your code can find these patterns

data 1 million rows for example 20 categorical features each feature has unique 570 categorical values

then in average

140 observations for one unique value

140~ = 100000 / 570

for example

[login to view URL]

[login to view URL]

or

find data with known patterns, them prove your code can find these patterns

any ideas are welcome for example

transfer learning

per

[login to view URL]

or embedding

[login to view URL]

[login to view URL]

[login to view URL]

[login to view URL]

[login to view URL]

it is not small data

but still this can be helpfull

[login to view URL]

[login to view URL]

for example categorical feature "ABC" has 8000 categorical values, but each value observed in train data only ~ 30 times

you should be deep NN master and know very well how to tune a NN

or may be One-shot-Learning:

[login to view URL]

first prove you can do it!!

Навыки: Python, Machine Learning (ML), Интеллектуальный анализ данных, Deep Learning, Neural Networks

Показать больше: create deep neural network matlab, Deep neural network, R,machine learning,statistical modelling,predictive analysis,data analysis,speech,image recognition,deep neural network, matlab deep neural network, how to build a deep neural network, deep neural network matlab code, deep neural network for speech recognition, deep belief network vs deep neural network, deep neural network matlab, deep neural network embeddings for text-independent speaker verification, deep neural network tutorial, deep neural network diagram, matlab deep neural network example, deep neural network algorithm, how to tune hyperparameters neural network, eie: efficient inference engine on compressed deep neural network, deep neural network prediction, fuzzy string matching with a deep neural network, deep neural network python code, deep neural network python

О работодателе:
( 5 отзыв(-а, -ов) ) Toronto, Canada

ID проекта: #29309850

10 фрилансеров(-а) готовы выполнить эту работу в среднем за $207

(98 отзывов(-а))
7.4
schoudhary1553

Hi, Greetings! ✅ I have checked and gone through the project details and I am very skilled in it. ✅Completed Time: In project deadline We have worked on 640 + Projects. I have 6 + years of the experience in sam Больше

$220 USD за 4 дней(-я)
(70 отзывов(-а))
6.6
RushService

Feel fee to contact me for small number values for categorical features to tune deep neural network .Shoot me message to discuss further more details .We provide the comments,images,videos,demos and live sessions in Больше

$250 USD за 7 дней(-я)
(23 отзывов(-а))
5.1
viktorbelman01

Dear sir. I have read your description and it's interesting to me. As an experienced MLP expert, I have done many projects for 7+ years. I would be highly appreciated if I have a chance to help you to meet your goals. Больше

$100 USD за 7 дней(-я)
(11 отзывов(-а))
3.9
sajjadtaghvaeifr

Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav Больше

$140 USD за 7 дней(-я)
(4 отзывов(-а))
3.1
HalceyonAI

Respected Sir / Madam, I specialize in Machine Learning , Deep Learning , Computer Vision and Natural Language Processing and Speech Signal Processing . I have already implemented and have a working model of Deep Spee Больше

$140 USD за 7 дней(-я)
(6 отзывов(-а))
2.9
stepinnsolution

Hello I just check your requirements and we an confident to do this with some smart techniques. because we expert in python ML, DL, data mining etc. stepinnsolution

$400 USD за 10 дней(-я)
(1 отзыв)
0.6
Electricmind1

Hello! Thank you for taking the time to read my application. I'm a Machine Learning Engineer. I've worked in project like yours for over 2 years now. I know how to work in some of the most popular frameworks out there Больше

$120 USD за 7 дней(-я)
(1 отзыв)
0.6
FerasNaser2

Hi, My name is Feras Naser, I am a MERN Developer with experience in Python, Django and Machine Learning, I will be very much keen on working on this project, I have been working before with computer vision, you can s Больше

$250 USD за 7 дней(-я)
(0 отзывов(-а))
0.0
abhinavmaurya747

Please check my profile and get ready for a great AI development at a good price. Let's start with the project formalities. Since I have a deep grasp and experience in various AI techniques, It should be a great choic Больше

$200 USD за 3 дней(-я)
(0 отзывов(-а))
0.0