Lightning Flash¶

Electricity Price Forecasting with N-BEATS

This tutorial covers using Lightning Flash and it's integration with PyTorch Forecasting to train an autoregressive model (N-BEATS) on hourly electricity pricing data. We show...

Tabular,Forecasting,Timeseries,GPU/TPU,Kaggle

Audio Classification

Learn to classify audio spectrogram images with Flash and build an example classifier for the UrbanSound8k data set.

Audio,Classification

Graph Classification

Learn to classify graphs with Flash and build an example classifier for the KKI data set.

Graph,Classification

Image Classification

Learn to classify images with Flash and build an example Ants / Bees classifier.

Image,Classification

Multi-label Image Classification

Learn to classify images in a multi-label setting with Flash and build an example classifier which predicts genres from movie posters.

Image,Multi-label,Classification

Image Embedder Beta

Learn to generate embeddings from images with Flash.

Image,Embedding

Instance Segmentation

Learn to segment objects in images with Flash and build a model for segmenting images of pets.

Image,Segmentation,Detection

Keypoint Detection

Learn to detect keypoints in images with Flash and build a network to detect facial keypoints with the BIWI data set.

Image,Keypoint,Detection

Object Detection

Learn to detect objects in images with Flash and build an example detector with the COCO data set.

Image,Detection

Point Cloud Object Detection Beta

Learn to detect objects in point clouds with Flash and build an example detector with the KITTI data set.

Point-Cloud,Detection

Point Cloud Segmentation Beta

Learn to segment objects in point clouds with Flash and build an example network with the KITTI data set.

Point-Cloud,Segmentation

Extractive Question Answering

Learn to answer questions pertaining to some known textual context.

NLP,Text

Semantic Segmentation

Learn to segment images with Flash and build a model which segments images from the CARLA driving simulator.

Image,Segmentation

Speech Recognition

Learn to recognize speech Flash (speech-to-text) and train a model on the TIMIT corpus.

Audio,Speech-Recognition,NLP

Style Transfer Beta

Learn about image style transfer with Flash and build an example which transfers style from The Starry Night to images from the COCO data set.

Image,Style-Transfer

Summarization

Learn to summarize long passages of text with Flash and build an example model with the XSUM data set.

Text,Summarization,NLP

Tabular Classification

Learn to classify tabular records with Flash and build an example model to predict survival rates on the Titanic.

Tabular,Classification

Tabular Forecasting

Learn how to perform time series forecasting with Flash and train an NBeats model on some synthetic data.

Tabular,Forecasting,Timeseries

Text Classification

Learn to classify text with Flash and build an example sentiment analyser for IMDB reviews.

Text,Classification,NLP

Multi-label Text Classification

Learn to classify text in a multi-label setting with Flash and build an example comment toxicity classifier.

Text,Multi-label,Classification,NLP

Text Embedder

Learn to generate sentence embeddings with Flash.

Text,Embedding

Translation

Learn to translate text with Flash and build an example model which translates from English to Romanian.

Text,Translation,NLP

Video Classification

Learn to classify videos with Flash and build an example action classifier.

Video,Classification