Model Articles & Tutorials by Weights & Biases

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Part 1 – Introduction to Graph Neural Networks With GatedGCN

Yash Kotadia

Aug 19

Intermediate, Domain Agnostic, Tutorial, GNN, Plots, PATTERN

Understanding the Effectivity of Ensembles in Deep Learning

Sayak Paul, Ayush Thakur

Jul 24

Intermediate, Computer Vision, Object Detection, PyTorch, Experiment, Research, CNN, ResNet, Github, Panels, Plots, CIFAR10

Measuring Mode Collapse in GANs Using Weights & Biases

Kevin Shen

Jul 23

Advanced, Computer Vision, GenAI, Research, GAN, Panels, Plots

Cute Animals and Post-Modern Style Transfer: StarGAN v2 for Multi-Domain Image Synthesis

Stacey Svetlichnaya

Jul 22

Intermediate, Computer Vision, GenAI, Research, GAN, Panels, Plots

Modern Data Augmentation Techniques for Computer Vision

Ayush Thakur

Jul 21

Intermediate, Computer Vision, Keras, Tutorial, ResNet, Panels, Plots, CIFAR10

PyTorch Dropout for regularization - tutorial

Ayush Thakur

Jul 03

Beginner, Domain Agnostic, PyTorch, Tutorial, Conv2D, Plots, CIFAR10

Learning Dynamics of RNNs, and Memory Augmented RNNs

Kyle Goyette

Jun 02

Advanced, NLP, PyTorch, Experiment, RNN, Github, Plots

Learning Dexterity End-to-End Using Weights & Biases Reports

Alex Paino

May 21

Intermediate, Reinforcement Learning, Robotics, Keras, Case Study, Experiment, ORBB, Plots

The Power of Random Features of a Convolutional Neural Network (CNN)

Sayak Paul

May 18

Intermediate, Computer Vision, Object Detection, Keras, Experiment, Research, CNN, ResNet, Panels, Plots, CIFAR10, Normalization

Does Model Size Matter? A Comparison of BERT and DistilBERT

Jack Morris

May 12

Intermediate, NLP, HuggingFace, Experiment, BERT, DistilBERT, Github, Panels, Plots, Sweeps, Large Models

A Step-by-Step Guide to Tracking HuggingFace Model Performance

Jack Morris

May 08

Beginner, NLP, HuggingFace, Tutorial, DistilBERT, Plots, Data

A Tale of Model Quantization in TF Lite

Sayak Paul

Apr 29

Intermediate, Computer Vision, Keras, TensorFlow Lite, Experiment, MobileNet v2, Panels, Plots

Interpretability in Deep Learning With Weights & Biases: CAM and Grad-CAM

Ayush Thakur

Apr 27

Intermediate, Computer Vision, Object Detection, Keras, Experiment, CAM, Panels, Plots, Slider

Transfer Learning With the EfficientNet Family of Models

Sayak Paul

Apr 26

Intermediate, Computer Vision, Classification, Transfer Learning, Keras, Experiment, EfficientNet, Plots, Cat v Dog

How Efficient Is EfficientNet?

Ajay Arasanipalai

Apr 22

Intermediate, Computer Vision, PyTorch, Research, EfficientNet, ResNet, Plots

Experimenting with EvoNorm Layers in TensorFlow 2

Sayak Paul

Apr 19

Intermediate, Computer Vision, Classification, Keras, Research, EfficientNet, MobileNet v2, ResNet, Github, Plots, Sweeps, CIFAR10

Deep Q Networks (DQN) With the Cartpole Environment

Jari

Apr 15

Intermediate, Reinforcement Learning, Experiment, Tutorial, DQN, Panels, Plots, Sweeps

Towards Deep Generative Modeling With Weight & Biases

Ayush Thakur

Apr 14

Intermediate, Computer Vision, GenAI, OCR, Keras, Experiment, Tutorial, GAN, Github, Panels, Plots, Sweeps, MNIST

Distributed Training in tf.Keras With Weights & Biases

Sayak Paul

Apr 09

Advanced, Domain Agnostic, Keras, Tutorial, MobileNet v2, Github, Plots, Distributed Training

Kaggle Starter Kernel: Jigsaw Multilingual Toxic Comment Classification

Sayak Paul

Apr 07

Intermediate, NLP, Classification, scikit-learn, Tutorial, CNN, DistilBERT, Panels, Plots, Kaggle

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