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Design a deep learning model -- 2

$30-250 USD

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Adenocarcinoma (AC) and squamous cell carcinoma (SCC) are frequent reported cases of non-small cell lung cancer (NSCLC), responsible for a large fraction of cancer deaths worldwide. In this study, we aim to investigate the potential of NSCLC histology classification into AC and SCC by applying different feature extraction and classification techniques on pre-treatment CT images. The employed image dataset (102 patients) was taken from the publicly available cancer imaging archive collection (TCIA). We investigated four different families of techniques: (a) radiomics with two classifiers (kNN and SVM), (b) four state-of-the-art convolutional neural networks (CNNs) with transfer learning and fine tuning (Alexnet, ResNet101, Inceptionv3 and InceptionResnetv2), (c) a CNN combined with a long short-term memory (LSTM) network to fuse information about the spatial coherency of tumor’s CT slices, and (d) combinatorial models (LSTM + CNN + radiomics). In addition, the CT images were independently evaluated by two expert radiologists. Our results showed that the best CNN was Inception (accuracy = 0.67, auc = 0.74). LSTM + Inception yielded superior performance than all other methods (accuracy = 0.74, auc = 0.78). Moreover, LSTM + Inception outperformed experts by 7–25% (p < 0.05). The proposed methodology does not require detailed segmentation of the tumor region and it may be used in conjunction with radiological findings to improve clinical decision-making.
IČ projektu: 34281866

O projektu

22 nabídky
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Aktivní před 2 roky

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Hi. How are you? I am expert in Deep Learning and Machine Learning. I have a lot experience in CNN, RNN, LSTM and so on. I did many Image Recognition, Data Prediction, Speech Recognition and OCR. I am ready to start your project immediately. If you award me, you will get the wonderful results. Thanks. Best regards.
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5,0 (5 recenze)
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Hi https://www.freelancer.com/projects/machine-learning/Machine-Learning-based-Clinical done similar tasks using it lets discuss
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MASTERS IN COMPUTER SCIENCE AND SOFTWARE ARCHITECTURE MASTERS IN DATA SCIENCE Hi there, I’m a computer science and software architecture expert with experience in the following programming languages; Java, JavaScript, HTML, C, C++, Python, Scala, Node.JS, React.JS, React Native, Flutter, and PHP. Inbox to discuss this further. Thank you
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$140 USD v 7 dnech
3,3 (2 recenze)
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1,7
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I can increase its accuracy. Can give you the results and code in 1 hour. First I will apply LSTM, you knew about that. Then in case if LSTM is not guveing us the 90% accuracy. I have multiple other models in my repository. We can take it's accuracy to 95%. Setup a meeting we can discuss your problem their.
$250 USD v 2 dnech
1,0 (1 recenze)
2,0
2,0
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$155 USD v 6 dnech
0,0 (0 recenze)
2,7
2,7
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$95 USD v 7 dnech
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O klientovi

Pochází z MALAYSIA
Kuala Lumpur, Malaysia
4,8
1
Ověřená platební metoda
Členem od říj 28, 2021

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