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Design a machine learning method

$750-1500 USD

Mbyllur
Postuar over 6 years ago

$750-1500 USD

Paguhet në dorëzim
We are looking for a way to build a machine learning cumulative training model described as below Suppose we have multiple individual datasets, we need to build a prediction model that incorporates the knowledge from all those datasets. However the key problem here is that we are not allowed to combine all datasets together for a single training process. In other words, each dataset can only be used in each single training process individually. Therefore we are looking for a method, which can cumulatively build a model as below: Step 1: The training model is build from the dataset 1 Step 2: Discard the dataset 1, input the dataset 2 to the model, the model will be able to learn from dataset 2 and optimize its model parameters. Step 3: Discard the dataset 2, input the dataset 3 to the model, the model will continue to learn from dataset 3 and keep optimizing its parameters. .... The process continues to the last dataset. In short, the model needs to cumulatively store the knowledge from each individual training procedure. In other words, it should be able to keep improving its accuracy via each training step. It should remember what it learned from previous datasets and keep improving based on incoming datasets. The dataset is just simple a set of vectors with real values.
ID e Projektit: 15713253

Rreth projektit

16 propozime
Projekt në distancë
Aktive 6 yrs ago

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16 freelancers are bidding on average $1 075 USD for this job
Avatari i Përdoruesit
Having more than 6 years of experience in ML I am really interested to work on this project. I have used all types of NN whether it be RNN, CNN, BP or any other. Stay tuned, I'm still working on this proposal.
$1 764 USD në 30 ditë
5,0 (36 përshtypje)
6,8
6,8
Avatari i Përdoruesit
Hi, I am very interested in this project and I would like to know more about. Can you contact me in private please? Relevant Skills and Experience PhD student in computer science, strong background in machine learning, deep learning, data mining and signal processing, good programming skills with matlab and python (sklearn, tensorflow) Proposed Milestones $300 USD - design of the framework, first implementation $300 USD - implementation completed $300 USD - experiments, validation, code refinement
$900 USD në 20 ditë
5,0 (9 përshtypje)
4,6
4,6
Avatari i Përdoruesit
I've good working knowledge of Machine learning algorithms especially ANNs and their implementation in MATLAB and Python. I've worked on incremental learning models for neural networks in couple of projects so I do this for you. Please discuss details on chat to start off. Thank you.
$777 USD në 5 ditë
4,9 (9 përshtypje)
4,4
4,4
Avatari i Përdoruesit
Hello, I am a PhD in computer science and Mathematics both and i can do this work best as i got more than 20 SCI journal publication. Relevant Skills and Experience I can give you a real sample of what you want. Recently i had created SNHSVM Stocastic Nonparallel Hyperplane Support Vector Machine, which have the highest accuracy and i can send you my result.
$1 111 USD në 25 ditë
5,0 (16 përshtypje)
4,5
4,5
Avatari i Përdoruesit
hi we are AI and Machine learning engineers working on different projects of automation under EML on big data sets Relevant Skills and Experience Algorithm, Machine Learning Proposed Milestones $1138 USD - b
$1 138 USD në 20 ditë
5,0 (11 përshtypje)
4,0
4,0
Avatari i Përdoruesit
Hi, In my opinion, making cumulative model may not generate good accuracy. Because,if your first dataset contain any bias then the effect will flow to the end and prediction become low. Mixture modelling can be a good alternative. You train models independently and make prediction based on average. Thanks
$1 111 USD në 5 ditë
4,7 (4 përshtypje)
4,2
4,2
Avatari i Përdoruesit
I am currently working on Machine Learning and Deep Learning model. I have good experience in model training and optimization. Relevant Skills and Experience I will do your project in 3 days with good accuracy because of my experience in ML/DL.
$888 USD në 4 ditë
0,0 (0 përshtypje)
0,0
0,0
Avatari i Përdoruesit
I have seen your job posting and i can't type much as there is a restriction for 200 words and i have to ask some questions. Please come over the chat so we can discuss things. Relevant Skills and Experience All the skills/experience will be discussed/revealed upon chat. Proposed Milestones $1250 USD - default I need to know the technical details of this project. Please provide me my job description.
$1 250 USD në 20 ditë
0,0 (0 përshtypje)
0,0
0,0
Avatari i Përdoruesit
There are adaptive learning methods. Such use cases are very popular in biometrics (recognition of speaker, finger print, continuous process modelling etc.). You train on a particular dataset and adapt with new dataset. Algorithms like GMM, HMM are very popular in this space. Neural network can also be put in the adaptive learning framework..
$1 000 USD në 15 ditë
0,0 (0 përshtypje)
0,0
0,0
Avatari i Përdoruesit
I have a Master's degree in computer science and practical experience with the development of a model based on a feedforward Neural Network for financial prediction. Relevant Skills and Experience My Neural Networks model uses data from several training sets and intelligently optimizes the parameters obtained from each data set. Proposed Milestones $833 USD - The project will be delivered in 15 days.
$833 USD në 15 ditë
0,0 (0 përshtypje)
0,0
0,0
Avatari i Përdoruesit
This can be achieved in many ways. One of the good ways is training the model on one dataset and then fine-tuning on each of the remaining dataset. Relevant Skills and Experience Python, Tensorflow, Caffe, Machine learning, Deep Learning. I m a research scholar in the domain of computer vision and machine learning. Proposed Milestones $840 USD - Complete work How about the computational resources to train the model?
$840 USD në 20 ditë
0,0 (0 përshtypje)
0,0
0,0
Avatari i Përdoruesit
We have experience in reusing the trained model with new datasets and improving the knowledge and performance by this. We have done this using DL4J. Familiar with framework and architecture to do task Relevant Skills and Experience PhD in Machine Learning. Our company (ikval softwares) develops machine learning solutions. Done projects using Deep Learning. Done projects using symbolic machine learning also. Data analytics skill Proposed Milestones $250 USD - Understand tool used by customer $250 USD - Get data set used by customer $250 USD - Develop framework and architecture for the system $500 USD - Develop and test system Which tool have you used to train on the dataset?
$1 250 USD në 20 ditë
0,0 (0 përshtypje)
0,0
0,0
Avatari i Përdoruesit
Sounds like run of the mill stochastic gradient descent to me! You can modify pretty much any existing machine learning algorithm to use that optimization method. I can do that for you! Relevant Skills and Experience I'm experienced in using Python, Numpy, and Pandas to build machine learning models, and I'm familiar with the mathematics behind most models. Proposed Milestones $750 USD - Modify an existing ML model to use stochastic gradient descent. Additional Services Offered $500 USD - Optimize the model further and help you reach good predictive results.
$750 USD në 10 ditë
0,0 (0 përshtypje)
0,0
0,0

Rreth klientit

Flamuri i VIETNAM
Hanoi, Vietnam
5,0
1
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Anëtar që nga pri 20, 2015

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