Townim Faisal's starred repositories
system-design-primer
Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
data-engineering-zoomcamp
Free Data Engineering course!
vit-pytorch
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch
Awesome-Diffusion-Models
A collection of resources and papers on Diffusion Models
3D-Machine-Learning
A resource repository for 3D machine learning
machine-learning-interview
Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.
ML-Course-Notes
🎓 Sharing machine learning course / lecture notes.
Awesome-Transformer-Attention
An ultimately comprehensive paper list of Vision Transformer/Attention, including papers, codes, and related websites
Mathematics-for-ML
🧮 A collection of resources to learn mathematics for machine learning
awesome-machine-learning-interpretability
A curated list of awesome responsible machine learning resources.
colorization
Automatic colorization using deep neural networks. "Colorful Image Colorization." In ECCV, 2016.
Transfer-Learning-Library
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
ml-surveys
📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.
awesome-transformers-in-medical-imaging
A collection of resources on applications of Transformers in Medical Imaging.
lovely-tensors
Tensors, ready for human consumption
research-contributions
Implementations of recent research prototypes/demonstrations using MONAI.
Conference-Accepted-Paper-List
Some Conferences' accepted paper lists (including AI, ML, Robotic)
xai_resources
Interesting resources related to XAI (Explainable Artificial Intelligence)
latex-resources
Collection of LaTeX resources and examples.
ResourceBank_CV_NLP_MLOPS_2022
This repository offers a goldmine of materials for students of computer vision, natural language processing, and machine learning operations.
PointCloudDatasets
3D point cloud datasets in HDF5 format, containing uniformly sampled 2048 points per shape.
Diffusion-Models-in-Vision-A-Survey
This repository categorizes the papers about diffusion models applied in computer vision according to their target task. The classifcation is based on our survey: https://arxiv.org/abs/2209.04747v1
InterpretDL
InterpretDL: Interpretation of Deep Learning Models，基于『飞桨』的模型可解释性算法库。
awesome-weakly-supervised-semantic-segmentation
A comprehensive list of weakly supervised semantic segmentation (WSSS) works from 2014 to 2022.
Generalized-Long-Tailed-Benchmarks.pytorch
[ECCV 2022] A generalized long-tailed challenge that incorporates both the conventional class-wise imbalance and the overlooked attribute-wise imbalance within each class. The proposed IFL together with other baselines are also included.
RecommenderSystems
In this notebook, I practiced building different types of recommender systems using the Pandas library and various machine learning algorithms.