Research Track
Ongoing

ML Research & Paper Reading

Dive deep into cutting-edge research. Join reading groups, replicate landmark papers, and contribute to the ML research community.

50+ curated papers
3 active groups
15 replication projects

📚 Paper Library

All
NLP
Vision
Genertic
Advanced
NLP
NeurIPS 2017

Attention Is All You Need

Vaswani et al.

Introduced the Transformer architecture that revolutionized NLP and beyond.

85,000+
Intermediate
NLP
NAACL 2018

BERT: Pre-training of Deep Bidirectional Transformers

Devlin et al.

Bidirectional pre-training that set new SOTA on 11 NLP tasks.

65,000+
Intermediate
Computer Vision
CVPR 2015

Deep Residual Learning for Image Recognition

He et al.

Skip connections enabling training of very deep networks.

120,000+
Advanced
NLP
NeurIPS 2020

Language Models are Few-Shot Learners

Brown et al.

175B parameter model showing emergent few-shot learning abilities.

15,000+
Advanced
Generative
NeurIPS 2020

Denoising Diffusion Probabilistic Models

Ho et al.

Foundation for modern image generation models like DALL-E and Stable Diffusion.

8,000+
Beginner
Optimization
ICLR 2014

Adam: A Method for Stochastic Optimization

Kingma & Ba

The most widely used optimizer in deep learning.

100,000+

👥 Reading Groups

Transformer Deep Dive

Active
Wednesdays, 6 PM UTC
8 papers in syllabus
45 members

Diffusion Models

Active
Fridays, 4 PM UTC
6 papers in syllabus
32 members

Reinforcement Learning

Starting Soon
Mondays, 7 PM UTC
10 papers in syllabus
28 members

🔬 Replication Challenges

PaperDifficultyRewardDeadlineSubmissions
Attention Is All You Need
Hard
Certificate + $500Apr 30, 202612
BERT (Mini version)
Medium
CertificateMay 15, 202628
ResNet-18
Easy
BadgeOngoing156

📖 Research Resources

How to Read Papers

Guide to effective paper reading

Paper Templates

LaTeX templates for experiments

Replication Guide

Best practices for reproducing results

Experiment Tracking

MLflow and W&B tutorials