List: Interactive ML-Data Visualization | Curated by Markus Stoll

Apr 11, 2024
24 stories
5 saves
Interactive ML-Data Visualization
Abonia Sojasingarayar
EDA — Visualize Embeddings of RAGUMAP — Visualize RAG data — Langchain Chroma HuggingFaceEmbeddings
Mar 27
Mar 27
Daniel Klitzke
in
ITNEXT
Boosting RAG Performance through Glossary Integration ― A LlamaIndex Hands-On TutorialThis tutorial shows how to incorporate specific terminology and domain knowledge into a RAG system. Full code provided on GitHub!
Mar 20
1
Mar 20
1
Daniel Klitzke
Quantizing OpenAI’s Whisper with the Huggingface Optimum Library → >30% Faster Inference, 64%…Making your model’s faster in inference WITHOUT any re-trainings.
May 16, 2023
1
May 16, 2023
1
Markus Stoll
in
Towards Data Science
Visualize your RAG Data — Evaluate your  Retrieval-Augmented Generation System with RagasHow to use UMAP dimensionality reduction for Embeddings to show multiple evaluation Questions and their relationships to source documents…
Mar 3
8
Mar 3
8
Akriti Upadhyay
in
Superteams.ai
Steps to Build RAG Application with Gemma 7B LLMBy Akriti Upadhyay
Feb 22
3
Feb 22
3
Daniel Klitzke
Why It’s Time to Analyze Your Acoustic Test Data with Machine Learning — Now!Why Automate Acoustic Test Data Analysis Using Machine Learning — Now?
Feb 21
Feb 21
Markus Stoll
in
ITNEXT
Visualize  your RAG Data — EDA for Retrieval-Augmented GenerationHow to use UMAP dimensionality reduction for Embeddings to show  Questions, Answers and their relationships to source documents with…
Feb 8
4
Feb 8
4
Markus Stoll
in
ITNEXT
🔍 How to Explore and Visualize ML-Data for Object Detection in ImagesUse Ultralytics YOLOv8 detections and ViT embeddings to visualize and navigate the data in Renumics Spotlight 1.6.0
Jan 2
5
Jan 2
5
Daniel Klitzke
Find Issues in Huggingface Datasets and Explore Them InteractivelyEfficiently acquire data and evaluate models for your use case.
Nov 7, 2023
1
Nov 7, 2023
1
Stefan Suwelack
in
ITNEXT
Hands-On Voice Analytics with TransformersLearn how to use open source models for gender detection and sentiment analysis.
Sep 27, 2023
1
Sep 27, 2023
1
Markus Stoll
in
Towards AI
How I Created an Animation Of the Embeddings During Fine-TuningUsing Cleanlab, PCA, and Procrustes to visualize ViT fine-tuning on CIFAR-10
Jul 18, 2023
5
Jul 18, 2023
5
Markus Stoll
in
ITNEXT
Changes of Embeddings during Fine-TuningBoth pre-fine-tuning and post-fine-tuning embeddings have their unique strengths and should be used in combination.
Jun 27, 2023
3
Jun 27, 2023
3
Markus Stoll
Spotlight v1.2: Interactive Dataset Exploration for Image ClassificationRenumics Spotlight v1.2 released on GitHub, brings improved support for image classification datasets from Hugging Face
Jun 19, 2023
Jun 19, 2023
Markus Stoll
in
ITNEXT
How to navigate issues in your machine learning image dataInteractively explore results of Cleanlab with Renumics Spotlight
Aug 9, 2023
3
Aug 9, 2023
3
Markus Stoll
in
ITNEXT
Fine-tuning image classification models from image search🏋️ Easily fine-tune a ViT with images from Bing search and visualize the results in 5 lines of code
Sep 21, 2023
6
Sep 21, 2023
6
Daniel Klitzke
How to Automatically Find and Remove Issues in Your Image, Audio, and Text Classification DatasetsUse a combination of automatic detection and interactive review and exploration to quickly remove issues from your training data.
Sep 18, 2023
Sep 18, 2023
Daniel Klitzke
Evaluating automatic speech recognition models beyond global metrics — A tutorial using OpenAI’s…Detecting problematic data slices in structured and unstructured data using sliceguard.
Jul 6, 2023
Jul 6, 2023
Daniel Klitzke
Automatically Selecting the Best Images Generated by Stable DiffusionA semi-automatic evaluation approach based on the CLIP Score and embedding-based clustering.
Jul 20, 2023
1
Jul 20, 2023
1
Daniel Klitzke
Cleaning Image Classification Datasets With fastdup and Renumics SpotlightCombining quick, automatic detection of data issues with powerful visualization to get high-quality image classification datasets, fast.
Sep 4, 2023
Sep 4, 2023
Marius Steger
Interactive Data Insights Made Simple: Visualize with Just One Line of CodeFrom Grapes to Graphs: Unveiling Wine Data Patterns Using Spotlight
Aug 28, 2023
Aug 28, 2023