fastai Articles & Tutorials by Weights & Biases

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Revisiting ResNets: Improved Training and Scaling Strategies

May 04

Intermediate, Computer Vision, PyTorch, fastai, Research, ResNet, Github

Visualize, Track, and Compare fastai Models With Weights & Biases

Apr 17

Beginner, Computer Vision, Semantic Segmentation, fastai, Tutorial, W&B Meta, Artifacts, Panels, Plots, Slider

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Next Frame Prediction Using Diffusion: The fastai Approach

Jan 23

Articles, Intermediate, Diffusion, fastai, MNIST, GenAI, Plots, Panels, Tables, Computer Vision

Leveraging Pre-Trained Models for Image Classification

May 27

TIMM, fastai, Tutorial, Transfer Learning, Computer Vision, Classification, Intermediate

Checking Out the New fastai/timm Integration

May 06

Articles, Framework / Integration, TIMM, fastai, Tutorial, Experiment

Transfer Learning: Serial versus One-time Training

Maria Rodriguez

Jan 21

Intermediate, Computer Vision, Object Detection, Transfer Learning, PyTorch, fastai, Experiment, Github, Plots, COCO

Visualize Failure - Debugging with Model Activations

Mar 29

Intermediate, NLP, fastai, Tutorial, GPT, Panels, Plots, TinyShakespeare

Reformer: The Efficient Transformer

Morgan, Hallvar Gisnås, Arto, tyoc213, Priyank, Sheik Mohamed Imran, Dean P

Mar 24

Intermediate, NLP, fastai, Research, Github, Panels, Plots, TinyShakespeare, RC

IceVision Meets Weights & Biases For Object Detection

Oct 28

Intermediate, Computer Vision, Object Detection, PyTorch Lightning, fastai, Experiment, Tutorial, EfficientNet, Panels, Plots

Fine-Tuning ResNet-18 for Audio Classification

Oct 27

Intermediate, Audio, Classification, fastai, Experiment, Research, ResNet, Github, Panels, Plots, Sweeps, Fine-tuning

Visualize Fastai Faster

Oct 09

fastai

Semantic Segmentation: The View from the Driver's Seat

Stacey Svetlichnaya

Feb 06

Advanced, Computer Vision, 3D, Object Detection, Semantic Segmentation, fastai, Experiment, CNN, ResNet, U-Net, Github, Panels, Plots, Slider, Sweeps, Berkeley Deep Drive, Autonomous Vehicles, Exemplary

Visualize & Debug Machine Learning Models

Nov 10

Beginner, Domain Agnostic, fastai, W&B Meta, Artifacts, Custom Charts, Panels, Plots, Reports, Sweeps

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