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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.
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| 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:Microsoft Autogen Swarm Agent Handoff
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Duckdb Duckdb Building From Source
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Huggingface Trl Reward Model Training
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
Principles
- Principle:Huggingface Optimum GPTQ Post Initialization
- Principle:Openai Openai agents python Function Tool Definition
- Principle:Risingwavelabs Risingwave CDC Source Database Preparation
- Principle:Spotify Luigi Hive Data Access
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:Anthropics Anthropic sdk python Message Request Construction
- Principle:Huggingface Datasets Language Code Registry
- Principle:Ollama Ollama MLXRunner Architecture
- Principle:Sgl project Sglang Distributed Environment Setup
- Principle:Microsoft Autogen Tool Execution Loop
Implementations
- Implementation:Promptfoo Promptfoo SharePoint Integration
- Implementation:Pyro ppl Pyro ReplayMessenger
- Implementation:Ggml org Llama cpp GGUF Split
- Implementation:Confident ai Deepeval DocumentChunker
- Implementation:Google deepmind Mujoco Engine Util Solve
- Implementation:OpenGVLab InternVL Internvl Custom2hf
- Implementation:Run llama Llama index Pooling
- Implementation:ArroyoSystems Arroyo Iceberg Transforms
- Implementation:Teamcapybara Capybara Selector Button
- Implementation:Online ml River Stats Mean
Heuristics
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Langchain ai Langchain Error Context Preservation
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:HKUDS AI Trader API Credentials
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment