Curated collection of Data Science, Machine Learning and Deep Learning papers, reviews and articles that are on must read list.
NOTE: 🚧 in process of updating, let me know what additional papers, articles, blogs to add I will add them here.
👉 ⭐ this repo
- 👉 🔃 Please feel free to Submit Pull Request, if links are broken, or I am missing any important papers, blogs or articles.
- 👉 Reading paper with heavy math is hard, it takes time and effort to understand, most of it is dedication and motivation to not quit, don't be discouraged, read once, read twice, read thrice,... until it clicks and blows you away.
🥇 - Read it first
🥈 - Read it second
🥉 - Read it third
🥇 📄Data preprocessing - Tidy data - by Hadley Wickham
🥇 📄 Statistical Modeling: The Two Cultures - by Leo Breiman
🥇 📄 Frequentism and Bayesianism: A Python-driven Primer by Jake VanderPlas
🥇 📄 A Brief Introduction into Machine Learning - by Gunnar Ratsch
🥉 📄 On Model Stability as a Function of Random Seed
🥇 📰 Outlier Detection : A Survey
🥈 📄 XGBoost: A Scalable Tree Boosting System
🥈 📄 LightGBM: A Highly Efficient Gradient BoostingDecision Tree
🥈 📄 AdaBoost and the Super Bowl of Classifiers - A Tutorial Introduction to Adaptive Boosting
🥉 📄 Greedy Function Approximation: A Gradient Boosting Machine
🥉 📄 Data Shapley: Equitable Valuation of Data for Machine Learning
🥇 📄 A Tutorial on Principal Component Analysis
🥈 📄 How to Use t-SNE Effectively
🥉 📄 Visualizing Data using t-SNE
🥇 📄 A Tutorial on Bayesian Optimization
🥈 📄 Taking the Human Out of the Loop: A review of Bayesian Optimization
🥇 📄 A Survey of Collaborative Filtering Techniques
🥇 📄 Collaborative Filtering Recommender Systems
🥇 📄 Deep Learning Based Recommender System: A Survey and New Perspectives
🥇 📄 🤔 ⭐ Explainable Recommendation: A Survey and New Perspectives ⭐
🥈 📄 The Netflix Recommender System: Algorithms, Business Value,and Innovation
- 🌐 Netflix Medium Blog
🥈 📄 Two Decades of Recommender Systems at Amazon.com
🥈 🌐 How Does Spotify Know You So Well?
👉 More In-Depth study, 📕 Recommender Systems Handbook
🌐 Stanford UFLDL Deep Learning Tutorial
⭐ 🥇 📰 The Matrix Calculus You Need For Deep Learning - Terence Parr and Jeremy Howard ⭐
🥇 📰 Deep learning -Yann LeCun, Yoshua Bengio & Geoffrey Hinton
🥇 📄 Generalization in Deep Learning
🥇 📄 Topology of Learning in Artificial Neural Networks
🥇 📄 Dropout: A Simple Way to Prevent Neural Networks from Overfitting
🥈 📄 Polynomial Regression As an Alternative to Neural Nets
🥈 🌐 Image Completion with Deep Learning in TensorFlow
🥈 📄 Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
🥉 📄 A systematic study of the class imbalance problem in convolutional neural networks
🥉 📄 All Neural Networks are Created Equal
🥉 📄 Adam: A Method for Stochastic Optimization
🥉 📄 AutoML: A Survey of the State-of-the-Art
🥇 📄 Visualizing and Understanding Convolutional Networks -by Andrej Karpathy Justin Johnson Li Fei-Fei
🥈 📄 Deep Residual Learning for Image Recognition
🥈 📄AlexNet-ImageNet Classification with Deep Convolutional Neural Networks
🥈 📄VGG Net-VERY DEEP CONVOLUTIONAL NETWORKS FOR LARGE-SCALE IMAGE RECOGNITION
🥉 📄 A Mathematical Theory of Deep Convolutional Neural Networks for Feature Extraction
🥉 📄 Large-scale Video Classification with Convolutional Neural Networks
🥉 📄 Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering
🥇 📄 Dynamic Routing Between Capsules
-
Blog explaning, "What are CapsNet, or Capsule Networks?"
🥇 📄 Show and Tell: A Neural Image Caption Generator
🥈 📄 Neural Machine Translation by Jointly Learning to Align and Translate
🥈 📄 StyleNet: Generating Attractive Visual Captions with Styles
🥈 📄 Show, Attend and Tell: Neural Image Caption Generation with Visual Attention
🥈 📄 Where to put the Image in an Image Caption Generator
🥈 📄 Dank Learning: Generating Memes Using Deep Neural Networks
🥈 📄ResNet-Deep Residual Learning for Image Recognition
🥈 📄 YOLO-You Only Look Once: Unified, Real-Time Object Detection
🥈 📄 Microsoft COCO: Common Objects in Context
🥈 📄 (R-CNN) Rich feature hierarchies for accurate object detection and semantic segmentation
🥈 📄 Fast R-CNN
🥈 📄 Faster R-CNN
🥈 📄 Mask R-CNN
🥈 📄 DensePose: Dense Human Pose Estimation In The Wild
🥈 📄 Parsing R-CNN for Instance-Level Human Analysis
🥇 📄 A Primer on Neural Network Models for Natural Language Processing
🥇 📄 Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling
🥇 📄 On the Properties of Neural Machine Translation: Encoder–Decoder Approaches
🥇 📄 LSTM: A Search Space Odyssey - by Klaus Greff et al.
🥇 📄 A Critical Review of Recurrent Neural Networksfor Sequence Learning
🥇 📄 Visualizing and Understanding Recurrent Networks
⭐ 🥇 📄 Attention Is All You Need ⭐
🥇 📄 An Empirical Exploration of Recurrent Network Architectures
🥇 📄 Open AI (GPT-2) Language Models are Unsupervised Multitask Learners
🥇 📄 BERT: Pre-training of Deep Bidirectional Transformers forLanguage Understanding
🥉 📄 Parameter-Efficient Transfer Learning for NLP
🥉 📄 A Survey on Recent Advances in Named Entity Recognition from Deep Learning models
🥉 📄 Convolutional Neural Networks for Sentence Classification
🥉 📄 Pervasive Attention: 2D Convolutional Neural Networks for Sequence-to-Sequence Prediction
🥉 📄 Single Headed Attention RNN: Stop Thinking With Your Head
🥇 📄 Generative Adversarial Nets - Goodfellow et al.
📚 GAN Rabbit Hole -> GAN Papers
🥉 📄 A Comprehensive Survey on Graph Neural Networks
Machine learning classifiers and fMRI: a tutorial overview - by Francisco et al.
🔊 📄 SoundNet: Learning Sound Representations from Unlabeled Video
🎨 📄 Deep Painterly Harmonization
🕺 💃 📄 Everybody Dance Now
👱♀️ 💇♀️ 📄 SC-FEGAN: Face Editing Generative Adversarial Network with User's Sketch and Color
📸 📄 Handheld Mobile Photography in Very Low Light
🏯 🕌 📄 Learning Deep Features for Scene Recognitionusing Places Database
🚅 🚄 📄 High-Speed Tracking withKernelized Correlation Filters
🎬 📄 Recent progress in semantic image segmentation
Rabbit hole -> 🔊 🌐 Analytics Vidhya Top 10 Audio Processing Tasks and their papers
:blonde_man: -> 👴 📄 📄 Face Aging With Condintional GANS
:blonde_man: -> 👴 📄 📄 Dual Conditional GANs for Face Aging and Rejuvenation
⚖️ 📄 BAGAN: Data Augmentation with Balancing GAN
labml.ai Annotated PyTorch Paper Implementations
8 Awesome Data Science Capstone Projects
10 Powerful Applications of Linear Algebra in Data Science
Top 5 Interesting Applications of GANs
Deep Learning Applications a beginner can build in minutes
2019-10-28 Started must-read-papers-for-ml repo
2019-10-29 Added analytics vidhya use case studies article links
2019-10-30 Added Outlier/Anomaly detection paper, separated Boosting, CNN, Object Detection, NLP papers, and added Image captioning papers
2019-10-31 Added Famous Blogs from Deep and Machine Learning Researchers
2019-11-1 Fixed markdown issues, added contribution guideline
2019-11-20 Added Recommender Surveys, and Papers
2019-12-12 Added R-CNN variants, PoseNets, GNNs
2020-02-23 Added GRU paper