Projects¶
A collection of my hobby projects exploring various aspects of AI, LLMs, and knowledge graphs.
LLM Evaluation & Reasoning¶
Reasoning Evaluations¶
A comprehensive framework for evaluating reasoning capabilities in Large Language Models. - GitHub Repository - Features: Systematic evaluation methods, reasoning benchmarks, performance analysis
Llama.cpp Evaluations with DSPy¶
Custom evaluation framework for Llama models using DSPy. - GitHub Repository - Features: Model performance metrics, DSPy integration, efficient evaluation pipelines
Tree of Thought with LMQL¶
Implementation of Tree of Thought reasoning using LMQL for structured LLM interactions. - GitHub Repository - Features: Advanced reasoning patterns, LMQL integration, thought process visualization
Knowledge Graphs & Recommendations¶
LinkedIn Knowledge Graph Recommendations¶
Knowledge graph-based recommendation system using LinkedIn data. - GitHub Repository - Features: Graph-based recommendations, professional network analysis
DSPy Knowledge Graphs¶
Exploring knowledge graph construction and querying with DSPy. - GitHub Repository - Features: Knowledge graph generation, DSPy integration, semantic querying
Prompt Engineering & Experimentation¶
DSPy Prompt Builder¶
Interactive tool for building and optimizing prompts using DSPy. - GitHub Repository - Features: Prompt templates, optimization strategies, DSPy integration
PGit - GitHub for Prompts¶
Version control and management system specifically designed for LLM prompts. - GitHub Repository - Features: Prompt versioning, collaboration tools, prompt history tracking
Prompt Evaluation Learnings¶
Collection of insights and best practices for prompt engineering and evaluation. - GitHub Repository - Features: Best practices, evaluation metrics, case studies
Fine-tuning & Experimentation¶
Fine-tuning Experiments¶
Collection of experiments with various fine-tuning approaches for LLMs. - GitHub Repository - Features: Different fine-tuning methods, performance comparisons, optimization techniques
LangChain Projects¶
CoV LangChain¶
Chain of Verification implementation using LangChain. - GitHub Repository - Features: Verification chains, accuracy improvements, LangChain integration
LangChain Experiments¶
Various experimental implementations and use cases with LangChain. - GitHub Repository - Features: Different chain types, use case implementations, best practices