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A Group Fairness Lens for Large Language Models
arXiv:2312.15478v2 Announce Type: replace Abstract: The need to assess LLMs for bias and fairness is...
A Gentle Introduction to Word Embedding and Text Vectorization
“I’m feeling blue today” versus “I painted the fence blue...
A Gentle Introduction to Multi-Head Attention and Grouped-Query Attention
This post is divided into three parts; they are: • Why Attention is Needed •...
A Gentle Introduction to Batch Normalization
Deep neural networks have drastically evolved over the years, overcoming common challenges that arise when...
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage
arXiv:2504.21035v2 Announce Type: replace-cross Abstract: Sanitizing sensitive text data typically involves removing personally identifiable information...
A End-to-End Coding Guide to Running OpenAI GPT-OSS Open-Weight Models with Advanced Inference Workflows
In this tutorial, we explore how to run OpenAI’s open-weight GPT-OSS models in Google Colab...
A Decomposition-Based Approach for Evaluating and Analyzing Inter-Annotator Disagreement
arXiv:2206.05446v2 Announce Type: replace Abstract: We propose a novel method to conceptually decompose an existing...
A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment
arXiv:2504.15585v4 Announce Type: replace-cross Abstract: The remarkable success of Large Language Models (LLMs) has illuminated...
A Complete End-to-End Coding Guide to MLflow Experiment Tracking, Hyperparameter Optimization, Model Evaluation, and Live Model Deployment
In this tutorial, we build a complete, production-grade ML experimentation and deployment workflow using MLflow...
A Coding Tutorial for Running PrismML Bonsai 1-Bit LLM on CUDA with GGUF, Benchmarking, Chat, JSON, and RAG
In this tutorial, we implement how to run the Bonsai 1-bit large language model efficiently...
A Coding Implementation to Training, Optimizing, Evaluating, and Interpreting Knowledge Graph Embeddings with PyKEEN
In this tutorial, we walk through an end-to-end, advanced workflow for knowledge graph embeddings using...
