Prove theory in machine learning

Closed Posted 2 years ago Paid on delivery
Closed Paid on delivery

I want to prove theory in machine learning in classification problem.I want to say optimizing 0-1 loss is better than optimizing any surrogate loss functions such as hinge loss, log loss. 0-1 loss is the loss that usually used in evaluation of unseen samples, minimizing 0-1 loss in training process is equivalent to minimizing 0-1 loss in testing process. However, due to 0-1 loss is non-convex and non-smooth its hard to optimize, therefore surrogate loss functions are usually used to optimize 0-1 loss in indirect way. I really want to show that if we minimize 0-1 loss exactly no one of surrogate function can do better than 0-1 loss as they are considered as upper bound of 0-1 loss. For overlapping data case. I want clear prove with clear justification.

Mathematics Machine Learning (ML)

Project ID: #30488163

About the project

11 proposals Remote project Active 2 years ago

11 freelancers are bidding on average £140 for this job

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 More

£135 GBP in 7 days
(101 Reviews)
7.5
basitktk228

Dear client, I have a team member which is expert in MACHINE LEARNING, DEEP LEARNING, PYTHON, NLP, I will be happy to get opportunity, looking forward to you on this project Your Regards Basit Ali

£20 GBP in 1 day
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5.6
FineIdeas

Prove theory in machine learning Since 2012, almost from 8 years I am managing academic writing tasks successfully. I am working with my friends from different backgrounds, it means I can manage wide range of project More

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1.8
MaksimKhokhlov

Hi Dear Client! I'm a Open source web platform expert with over 5 years experience dealing with PHP, Javascript, Python, Django I can help build your software for web platform. I read your post and researched carefull More

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(1 Review)
0.9
daringweng362

Hi Dear. It's my pleasure to put my bid in your project. I read your requirement very carefully. I am a ML Expert and have rich experiences with Python for 5+ years. I hope that I work with you. If you hire me, I will More

£80 GBP in 2 days
(0 Reviews)
1.4
rkurilenko007

@@@Hi! @@@ I read your post carefully. I am a Python expert, having various kinds of experience. With artificial intelligence, deep learning, machine learning, and decision science professional I worked for 5 years as More

£200 GBP in 3 days
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0.0
walterjgould

Hello, you are right. I also think so. Ok, let's try to prove the theory. It would be a good experience for both of us. Regards Walter

£250 GBP in 3 days
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0.0
tyuturkinnik

Hi I read your proposal carefully I am very interested for your project I have 6 years experience in ML If you work with me, you will get very good results I want to meet you and discuss more. I look forward to having More

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Sachinyadav3900

i have great knowledge of matlab as i studied it deeply during my college and this is one of my stongest subject i will explain each and every topic in detail

£100 GBP in 7 days
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0.0
sri9s

I am a Deep Learning Scientist with more than 5 years of research experience in the field of Computer Vision, Deep Learning, Machine Learning and Statistics. I have extensive experience with Computer vision. I can hel More

£250 GBP in 7 days
(4 Reviews)
0.0