faisalbi's Projects
Responsible implementation of 3D-GAN NIPS 2016 paper:Learning a Probabilistic Latent Space of ObjectShapes via 3D Generative-Adversarial Modeling,that can be found https://papers.nips.cc/paper/6096-learning-a-probabilistic-latent-space-of-object-shapes-via-3d-generative-adversarial-modeling.pdf
Advanced Deep Learning with Keras, published by Packt
Reading list for the Advanced Machine Learning Course
Plot the 2D histogram of Euler angles covered by a set of cryo-EM particles
🧑🏫 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit), optimizers (adam, radam, adabelief), gans(dcgan, cyclegan, stylegan2), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, etc. 🧠
Curated tutorials and resources for Large Language Models, AI Painting, and more.
A collaborative list of awesome CryoEM (Cryo Electron Microscopy) resources.
Latest resources on Generative Adversarial Networks
A curated list of GAN & Deepfake papers and repositories.
A curated list of references for MLOps
example set up for Relion on AWS ParallelCluster for CryoEM
Implementation supporting the ICCV 2017 paper "GANs for Biological Image Synthesis"
Plot the class distribution as a function of iteration from a Class2D or Class3D job from RELION
Grayscale Image Colorization with Generative Adversarial Networks. https://arxiv.org/abs/1803.05400
A curated list of awesome computational cryo-EM methods.
Conditional Generative Adversarial Networks(cgans) to convert text to image implemented in Python and TensorFlow & Keras
Report the number of particles in each class from a run_data.star file produced by RELION
The Hugging Face course on Transformers
Deep Learning for Coders, 2020, the website
Quiz & Assignment of Coursera
Monitoring application for Cryo-EM data of the Max Planck Institute of Biochemistry.
Executing Relion3 on AWS Batch
Software to integrate Relion GUI with Amazon Web Services, accompanied by easy command line tools. Learn more at cryoem-tools.cloud
[BS]物联网工程,[MS]计算机技术,python,mooc资源,机器学习,深度学习,cryo-em[冷冻电子显微镜],3D reconstruction[三维重建],Computational Vison。
List of Computer Science courses with video lectures.
🦍 Stanford CS236 : Deep Generative Models
Interactive deep learning book with code, math, and discussions. Available in multi-frameworks. Adopted at 140 universities.
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"