UMAP Courses and Certifications

AI Engineer

Surfacing Semantic Orthogonality Across Model Safety Benchmarks - A Multi-Dimensional Analysis

Explore semantic clustering analysis of AI safety benchmarks, revealing distinct harm categories and coverage gaps across five open-source datasets using UMAP and k-means clustering techniques.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Roboflow

CLIP, T-SNE, and UMAP - Master Image Embeddings and Vector Analysis

Explore how image embeddings reveal visual clusters and near-duplicate images, comparing t-SNE and UMAP along the way.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Yacine Mahdid

Img2Vec and UMAP for High-Dimensional Data Visualization

Learn to visualize high-dimensional image data using Img2Vec for embeddings, UMAP for dimensionality reduction, and Bokeh for interactive exploration. Ideal for vision classification projects.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

DigitalSreeni

Advanced Dimensionality Reduction - t-SNE vs UMAP vs PCA Deep Dive

Master non-linear dimensionality reduction with t-SNE and UMAP for complex data visualization, including parameter tuning and Python implementation using breast cancer classification.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Coursera

Validate LLM Embeddings for Production Use

Validate embedding models for production: generate sentence-transformer embeddings, build FAISS indices, measure recall@k, spot bad clusters with UMAP, and benchmark accuracy, latency, and cost.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Roboflow

Football AI Tutorial: From Basics to Advanced Stats with Python

Learn to build an AI system for advanced football analytics using computer vision and machine learning. Covers player tracking, team identification, and stats calculation like ball possession and speed.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Artem Kirsanov

How Your Brain Chooses What to Remember - Understanding Memory Selection and Sharp-Wave Ripples

Discover how your brain selects and consolidates memories through hippocampal sharp-wave ripples, exploring neural mechanisms and experimental findings in memory formation and retention.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

James Briggs

BERTopic Explained

Learn how BERTopic combines transformer embeddings, UMAP, HDBSCAN, and c-TF-IDF to cluster unstructured text into topics.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

MLOps.community

Monitoring LLMs in Production: Beyond the Hype - Part 2

Explore techniques for monitoring and measuring drift in unstructured data models, focusing on vector/embedding drift for image and language models in production environments.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

AI Engineer

The Hidden Life of Embeddings - Visualizing, Manipulating, and Interpreting Text Embeddings

Explore advanced techniques for visualizing, manipulating, and interpreting text embeddings beyond vector search, including t-SNE, UMAP, PCA, and novel tools for understanding embedding features.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

MLOps.community

Visualize - Bringing Structure to Unstructured Data - MLOps Podcast #258

Explore techniques for structuring and visualizing unstructured data in machine learning, from classification to Retrieval-Augmented Generation, using tools like UMAP and Renumics Spotlight to uncover patterns and evaluate model performance.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Nvidia

Minimizing Noise Cluster for Topic Modeling

Discover how to reduce noise clusters in BERTopic by 20% using GPU-accelerated optimization techniques that balance coherence, diversity, and noise reduction for cleaner topic modeling results.

• YouTube
• 14 minutes
• Self-Paced
• Free Video

MLOps World: Machine Learning in Production

Rethinking Unsupervised Learning

Explore how high-dimensional data breaks classical unsupervised learning algorithms and discover new approaches for clustering, dimension reduction, and anomaly detection in modern ML.

• YouTube
• 29 minutes
• Self-Paced
• Free Video