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Computer Vision with Python: adversarial attack using cleverhans module

$8-15 USD / hour

Closed
Posted almost 3 years ago

$8-15 USD / hour

Deliverable: Working python code, preferably using Jupyter Notebook and showing images modified using adversarial attack methods. I have a road sign classifier model that works perfectly with the GTSRB datase (download: [login to view URL]) My next step is to fool this classifier. It has a very high accuracy (up to 99%) when classifying "clean" images. I want to test 1 or 2 types of adversarial attacks to the model and see how much the accuracy decreases. There is a python module called [login to view URL] so there is no need to start coding these adversarial algorithms from scratch. But I don't have time to study this module. I am thinking to test either saliency map attack or Carlini-Wagner: from [login to view URL] import SaliencyMapMethod from [login to view URL] import CarliniWagnerL2 I'd also like to compare "clean" images versus the adversarial images. Some examples I found online using a different dataset are: [login to view URL] [login to view URL] See the attachment for jupyter notebook code of classifying GTSRB dataset with high accuracy
Project ID: 30096822

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8 proposals
Remote project
Active 3 yrs ago

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8 freelancers are bidding on average $12 USD/hour for this job
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---- Computer Vision with Python: adversarial attack using cleverhans module ----- Hi! I'm 6 years experienced Data Scientist with theoretical and practical experience in Data Science, Machine Learning & Deep Learning ready to do your work in an efficient way with strong analytical and logical reasoning skills. My Core Skills are: Data analysis - Data Mining-Forecasting using Python, R, SPSS, Excel, KNIME, and SAS Enterprise Miner. Machine learning - Classification, Regression, Association Rule Mining, Clustering & Dimensionality Reduction. Deep Learning - Fully Connected Networks, Convolutional Neural Networks, Recurrent Neural Networks, Long Short Term Memory Networks, Generative Adversarial Networks & Reinforcement Learning. Databases: Teradata-SQL, MySQL, Mongo DB Looking forward to work with you. Thank You Virang
$15 USD in 40 days
4.9 (32 reviews)
6.5
6.5
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Dear Sir. As an experienced image processing expert, it is interesting to me. I have been working on several image processing projects such as object detection, recognition, tracking, classification etc for over 7+ years. Especially I already have full experience in face detection/recognition/tracking with with mtcnn, facenet, kalman filter. I deployed such engines on cloud as the form of restAPI with SpringBoot, and the engines are wrapped by jni. I would be very appreciated if i have a chance to show you how could i contribute to your project. Thank you. Viktor.
$12 USD in 40 days
5.0 (28 reviews)
5.7
5.7
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Hi, dear I have many experience in machine learning/DL/AL, automation, image processing/recognition in python. I read the description of project carefully. I want to discuss about the project more. If you give me this project, I will do my best and you will get perfect result. Waiting for your response. thanks
$12 USD in 40 days
5.0 (53 reviews)
5.6
5.6
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Hi, Greetings for the day! We are a team of passionate Machine Learning Engineers based in Mumbai, India, who have developed and deployed complex AI solutions using Machine Learning and Computer Vision. Upon going through the specified requirements, we believe that we are a good fit for this project. We can help you out with your algorithm and train a model, along with the best optimization techniques, either using any open-source repository or built using any architecture reference! We have also successfully built and trained various general as well as client specific image classification, image recognition as well as object detection, using prebuilt as well as customized state of the art architectures such as Resnet, MobileNet, YOLO, SSD, RetinaNet. Some of our projects include Face Mask Detection, Social Distancing Monitoring, Industrial Machinery Defect Detection, Industrial Safety Kit Detection, Root Cause Analysis and more. Our AI/ML tech-stack includes Python, Tensorflow, PyTorch, Keras, OpenCV, GCP, AWS, FastAPI, Flask, Django and more. We have relevant and significant experience in Keras, TensorFlow and OpenCV. Please checkout our AI/ML portfolio - freelancer.in/u/iPingDataLabsLLP We approach each client with the intent of a long term relationship. Can we connect over chat and discuss a plan of action? Regards, iPing Data Labs
$12 USD in 40 days
5.0 (8 reviews)
5.2
5.2
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Hello Hiring Manager, I read your job descriptions carefully, I am very interesting in your job of Computer Vision with Python: adversarial attack using cleverhans module I have the enough experience and good project done with good client feedbacks. Let me know if we can discuss further? Regards Himanshu
$12 USD in 40 days
4.9 (5 reviews)
5.2
5.2
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MASTERS SOFTWARE ARCHITECTURE EXPERT IN ML, PYTHON COMPUTER VISION HELLO, I have understood your SPECIFICATIONS for the task. I have over 5 YEARS’ experience in this field and have adverse experience since it is my area of specialization. My skills are adequate, and I guarantee total satisfaction if I am given that chance. KINDLY HIRE ME FOR A QUALITY TASK. Thank-you!
$8 USD in 40 days
3.4 (8 reviews)
3.6
3.6
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Hello, I am a data scientist who have experience in python& jupyter notebook for two years now. and I think that I can meet this project it kind of interesting. we can talk about details if you want.
$12 USD in 40 days
0.0 (0 reviews)
0.0
0.0

About the client

Flag of TURKEY
ISTANBUL, Turkey
4.9
5
Member since Mar 17, 2021

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