Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
Principles
- Principle:Lucidrains X transformers Autoregressive Text Generation
- Principle:Princeton nlp Tree of thought llm Naive Baseline Sampling
- Principle:Webdriverio Webdriverio Service Worker Pattern
- Principle:Microsoft Playwright Define Agent Actions with Perform
- Principle:Ggml org Llama cpp CI Testing
- Principle:ChenghaoMou Text dedup False Positive Verification MinHash
- Principle:LLMBook zh LLMBook zh github io Mixture of Experts Routing
- Principle:Huggingface Datasets Label Classification
- Principle:BerriAI Litellm Proxy Configuration
- Principle:Apache Spark SQL Documentation Generation
Implementations
- Implementation:Ucbepic Docetl Directive ReduceGleaning
- Implementation:Open compass VLMEvalKit Video Holmes
- Implementation:Scikit learn Scikit learn OptimizeUtils
- Implementation:Kornia Kornia Median Filter
- Implementation:Langchain ai Langgraph Pregel Algo
- Implementation:Deepspeedai DeepSpeed Tp Model Init
- Implementation:ArroyoSystems Arroyo Join Planner
- Implementation:Ollama Ollama Mtmd GLM4V
- Implementation:Mbzuai oryx Awesome LLM Post training Json Dump Progressive
- Implementation:Mlc ai Mlc llm Model Metadata Impl
Heuristics
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:InternLM Lmdeploy Backend Selection Strategy
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Open compass VLMEvalKit SKIP ERR For Graceful Inference
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Unstructured IO Unstructured GitHub Actions