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Active Learning via TransferLearning, Tensorflow Keras

$20-30 SGD / hour

Færdiggjort
Slået op næsten 3 år siden

$20-30 SGD / hour

Given a training set of y images where y >>>x, where x is c percentage of y. Evaluate performance by conduct testing on (providing confusion matrix and validation accuracy graphs) Case 1: All labelled y images Case 2: All labelled x images using random sampling Case 3: All labelled x images using active learning algorithms including least confidence, margin sampling, highest entropy and many more Case 4: All labelled x images, but varying c value Image Dataset is CIFAR10. Please use image generator method and load files by their image path (via a csv file) by cloning the images here [login to view URL] A sample code, though not working fully is attached. Please use EfficientNet for transfer learning.
Projekt-ID: 30919521

Om projektet

10 forslag
Projekt på afstand
Aktiv 3 år siden

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Hello, I am a data scientist with strong background in machine learning and statistics and more than 3 years in building complex ML systems. In my past work, I have managed teams of people to work on every steps of the project, from data collection, data exploration, feature extraction, building model, evaluating using different metrics to build API to serve more than 5 millions requests/day. My tools include Python, Tensorflow/keras, Tensorflow Lite for Android, Numpy, Pandas, OpenCV, AWS (for deploying and monitoring model) as well as many visualization tools like matplotlib, seaborn, etcs. I already have experience working on active learning for extremely skewed datasets so, I am confident that I can help you on this. Please send me more detail about the project so that I can further assist you on this. I am looking forward to hearing back from you. PS: I am currently living in the US and can only commit 15hrs/week. Thanks. Dat
$150 SGD på 2 dage
5,0 (21 anmeldelser)
5,5
5,5
10 freelancere byder i gennemsnit $38 SGD/time på dette job
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Hello, I hope this finds you well. I have just seen your project requiring; Python Machine Learning (ML) I believe that my 10-year experience in this field is what you need right away. Avoid the headache of looking further. Let's save time and focus on the real task. My proposed timelines and budget are just placeholder and an open for negotiation to increase or decrease as per the full requirements at hand. Allow me to prove how better my review can be. Smile all the way! Click the message button, so initiate the conversation. Regards, Fridah
$25 SGD på 40 dage
4,3 (19 anmeldelser)
5,8
5,8
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Hello, Dear Client. Thanks for your posting! I am a machine learning expert with over 10 years of experience in tensorflow, darknet, keras, pytorch, opencv and open vino, etc. I have developed lots of LPR projects for several countries such as United States, United Kingdom, Germany, France, etc. Also, I have developed lots of image detection and recognition projects such as intrusion detection, emotion detection, OCR, age, gender estimation, style transfer, satellite image processing, python flask server and so on. If you response my bid I will send you my image processing Demos and I can finish your task and deliver you perfectly. Also, you can know my ability enough. Good relationship with client is more important than money for me. So I will work with low price for our long-term relationship. I sincerely hope this project would be first step in long term relationship with you. Let's share our idea. Looking forward to hear from you soon. Best Regard
$25 SGD på 40 dage
4,6 (16 anmeldelser)
5,2
5,2
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Hello, I have rich experience with python and ML. I read through the job details extremely carefully and I am absolutely sure that I can do the project very well. Please feel free to contact me, and will be waiting for more details about your project. Best regards.
$25 SGD på 40 dage
5,0 (14 anmeldelser)
4,3
4,3
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⭐⭐⭐Dear Client⭐⭐⭐ I am really confident in Python. As a senior full-stack developer, I have been working several projects for 7 years by using Python. So I'm very interested in your project because I have rich experiences. I am sure you will be satisfied with my work. Please send me a message so that we can discuss more. Looking forward to hearing from you soon. Best Regards,
$25 SGD på 40 dage
5,0 (5 anmeldelser)
3,7
3,7
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Hi, Sir. I have gone through your project details. I can do your project perfectly as I am an expert in Python Deep Learning. Please contact me, and I will do your project with the best quality. Thanks.
$25 SGD på 40 dage
2,9 (3 anmeldelser)
4,0
4,0

Om klienten

Flag for SINGAPORE
Singapore, Singapore
3,0
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Medlem siden jul. 25, 2020

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