Suljettu

machine learning

please see the attached file to have better description

in this project, you will need to train a simple Logistic Regression model. You can use any machine learning library that supports distributed training, such as Tensorflow and PyTorch.

You will start with writing the code for training the model on a single machine. Training should start from a random linear vector as your model. Then, calculate the loss of your model on the dataset using: , where and are training data features and label, respectively. The dataset for you to train your model is MNIST handwritten digits database. Train to minimize with an optimizer such as gradient descent.

The next task is to modify the workloads so that they can be launched in a distributed way. You will experiment with both synchronous and asynchronous SGD. In distributed mode, dataset is usually spread among the VMs. On each iteration, the gradients are calculated on each worker machine using its shard of data. In synchronous mode, the gradients will be accumulated to update the model and then go to next iteration. However, in asynchronous mode, there is no accumulation process and the worker nodes update the model independently.

After finishing the implementation, plot the performance and test error for both of two modes and explain any similarity / differences. In addition, monitor the CPU/Memory/Network usage. You should also monitor the CPU/Memory/Network usage of each VM during training. You can try to use tools like: dstat or sar. You are welcome to use any other tool you like to monitor the system. Show your observations and determine which one is the bottleneck.

Try different batch size and compare the difference.

Deliverables: You should submit a report describing how you complete each step and reporting your observations as required above. You also need to submit the code used for the training on a single machine and multiple machines, respectively.

Taidot: Machine Learning (ML), Algoritmi, Python, Tensorflow, Pytorch

Tietoa asiakkaasta:
( 2 arvostelua ) woodside, United States

Projektin tunnus: #33722043

41 freelanceria on tarjonnut keskimäärin $206 tähän työhön

(239 arvostelua)
7.6
(79 arvostelua)
7.2
saubhagyamweb

Hi Mate, I’ve reviewed your requirements. I am a professional developer with 5+ years of quality experience in Python Development delivering quality product. I am interested to work on this project. I do have the nece Lisää

$500 USD 7 päivässä
(33 arvostelua)
6.6
loyidandrews

Hi, How are you? Very happy to bid your project because my skills are fitted in your project. I have 8 years experience in Machine learning ,Deep learning ,NLP and AI. I am very familiar with Generative Adersarial Net Lisää

$140 USD 3 päivässä
(37 arvostelua)
6.5
datascientist90

I'm a senior Python & ML developer and owner & founder of Dedeoglu Dev Company. Kindly send me a message to get in touch with me, Thanks, Yusuf.

$250 USD 3 päivässä
(24 arvostelua)
6.2
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 Lisää

$140 USD 7 päivässä
(76 arvostelua)
6.6
(84 arvostelua)
6.3
uzairrzahid

Hi. My name is Uzair. I did my masters in Electrical Engineering. I have done my thesis in biomedical signal processing and Machine learning. I worked as a Machine Learning Research Assistant in Qatar University. Now I Lisää

$140 USD 7 päivässä
(77 arvostelua)
6.1
nrajuu07

Hello, I have seen project details that you need a data science expert to implement classificati9n models on MNIST dataset . Currently, I am working as a Research Associate at the E-Healthcare research center at IIIT B Lisää

$200 USD 7 päivässä
(70 arvostelua)
5.9
shabih2468

Greetings I saw your project and as an expert in Python/ML/AI/DL I am sure I can do your task. I have previously worked on various state of the art deep learning projects which includes making models for text, music in Lisää

$200 USD 1 päivässä
(59 arvostelua)
5.5
sramireddy065

☀️☀️☀️☀️☀️ Hello , I hope you are safe and Doing well I have seen your project requirements , I am looking to discuss further with you Hope we will meet soon to discuss further ☀️☀️☀️☀️☀️ ⚡️⚡️ Coming to me, I'm a Data Lisää

$500 USD 7 päivässä
(50 arvostelua)
5.9
mirzaahamza

Hey I am expert in python and ML and I can help you with your project message me to discuss so that we can discuss

$50 USD 1 päivässä
(52 arvostelua)
5.1
mykhailodew

Dear client. I read your description carefully and I am really interested in your project. I have worked in AI team and now I have rich experience of 7+ years. My major experiences are OpenCV(image detection , image pr Lisää

$150 USD 3 päivässä
(16 arvostelua)
5.0
KolaPeters

Please kindly send me a message, I'm an expert, I can do your work I'm a senior engineer with rich experience in Python, Algorithm, Machine Learning (ML), Tensorflow, Pytorch. I am a Python developer with 5+ years of Lisää

$160 USD 5 päivässä
(9 arvostelua)
4.7
Osama141

Hey! I have published some international research using machine learning and deep learning. I've worked on a number of projects similar to this one. I have a lot of experience and knowledge in this field. My knowledge Lisää

$250 USD 7 päivässä
(16 arvostelua)
4.8
fastlabindia

Greetings. I checked your Machine Learning and Datamining project requirements. Your work is one of the tasks that can be done very perfectly by us. I will work within your budget, Within your deadline. We are good in Lisää

$30 USD 7 päivässä
(28 arvostelua)
5.3
pyanskiy

hi, there! I am a mathematician expert and have received master degree. I have main skills such as machine learning, deep learning, python, Matlab, OpenCV, Statistics and so on. I will start immediately and complete yo Lisää

$200 USD 7 päivässä
(8 arvostelua)
4.0
asifmahfuz1405

Hello sir, I am very interested in your project. I have gone through your requirements and i believe that i can be a valuable asset to your project. I am an expert in machine learning, deep learning, natural language Lisää

$100 USD 3 päivässä
(12 arvostelua)
3.9
RosrislavStar

Hi, I've read your description carefully. I have full experience with ML, Logistic model. I've also worked on several similar projects. So I can complete your project with high quality on time. Looking forward to hear Lisää

$50 USD 2 päivässä
(8 arvostelua)
3.9
alamineee

Hi, Dear Employer, I have read your job post carefully. I can write clean validated Machine Learning code and make a device-supported M. File.I have over seven-plus years of experience at the ✔Machine Learning (ML) ✔ Lisää

$250 USD 4 päivässä
(19 arvostelua)
4.7