AdalbertoCq/Courses-Notes

Stars
4
Rank 3,304,323 (Top 66 %)
Language
Created about 6 years ago
Updated almost 6 years ago

AdalbertoCq/Courses-Notes

AdalbertoCq

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

List of courses related to Mathematics, Statistics, Probability, Optimization and Machine Learning.

Deep-Learning-Specialization-Coursera

Deep Learning Specialization courses by Andrew Ng, deeplearning.ai

Jupyter Notebook

Pathology-GAN

Corresponding code of 'Quiros A.C., Murray-Smith R., Yuan K. Pathology GAN: Learning deep representations of cancer tissue. Proceedings of The 3rd International Conference on Medical Imaging with Deep Learning (MIDL) 2020'

Dirichlet_processes

Brief introduction and implementations of related concepts to Dirichlet Processes: GEM distribution, Polya Urn, Chinese restaurant process, Stick-Breaking construction, and Posterior of a DP.

Jupyter Notebook

Histomorphological-Phenotype-Learning

Corresponding code of 'Quiros A.C.+, Coudray N.+, Yeaton A., Yang X., Chiriboga L., Karimkhan A., Narula N., Pass H., Moreira A.L., Le Quesne J.*, Tsirigos A.*, and Yuan K.* Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unlabeled, unannotated pathology slides. 2023'

Deep-Learning-Nanodegree-Udacity

Deep Learning Nanodegree by Udacity.

Jupyter Notebook

NeuralNetwork

Neural Network implementation in Numpy and Keras. Batch Normalization, Dropout, L2 Regularization and Optimizers

Adversarial-learning-of-cancer-tissue-representations

Corresponding code of 'Quiros, A. C., Coudray, N., Yeaton, A., Sunhem, W., Murray-Smith, R., Tsirigos, A., Yuan, K. Adversarial learning of cancer tissue representations. The 24th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2021'

GANs-Slides-Code-Paper

Tutorial introduction slides to GANs. Code implementations and links of relevant papers.

Learning-a-low-dimensional-manifold-of-realcancer-tissue

Corresponding code of 'Quiros A.C., Murray-Smith R., Yuan K. Learning a low dimensional manifold of real cancer tissue with PathologyGAN 2020'.

Generative-Models

List of papers and code for relevant Generative Models

Jupyter Notebook

Machine-Learning-Coursera-Stanford

Machine Learning of Stanford University/Coursera by Andrew Ng.

Design.and.Implementation.of.a.MIPS.CPU.with.Multicycle.Datapath

TITAN_Xp-CUDA_10.0--Tensorflow_1.12-2018_MacBookPro

Guidelines on how to setup a NVIDIA GEFORCE TITAN Xp, CUDA 10.0 and Tensorflow 1.12 on a 2018 MacBook Pro.

Phenotype-Representation-Learning

Corresponding code of 'Quiros A.C.+, Coudray N.+, Yeaton A., Yang X., Chiriboga L., Karimkhan A., Narula N., Pass H., Moreira A.L., Le Quesne J.*, Tsirigos A.*, and Yuan K.* Self-supervised learning unveils morphological clusters behind lung cancer types and prognosis. 2022'

Jupyter Notebook

Reinforcement-Learning-Agents

Deep Deterministic Policy Gradient, Double Deep Q Learning and Deep Q Learning Agents.

Jupyter Notebook