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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:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Openai Openai node Streaming To Client
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
Principles
- Principle:Huggingface Diffusers Video Pipeline Selection
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:Guardrails ai Guardrails Pydantic Schema Definition
- Principle:Apache Spark PR Merge Workflow
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:Langfuse Langfuse Trace and Observation Event Generation
- Principle:Helicone Helicone Database Migrations
- Principle:MaterializeInc Materialize Release Completion
- Principle:DistrictDataLabs Yellowbrick Missing Data Visualization
- Principle:Sdv dev SDV Single Table Data Sampling
Implementations
- Implementation:FlowiseAI Flowise PricingDialog
- Implementation:Lucidrains X transformers UniversalPretrainWrapper
- Implementation:Vllm project Vllm IPEX Ops
- Implementation:Infiniflow Ragflow DataflowParser Component
- Implementation:Cypress io Cypress GetInstallMessage
- Implementation:Online ml River Metrics Recall
- Implementation:FlowiseAI Flowise ChatInputHistory
- Implementation:Openai Evals Pip Install Evals
- Implementation:CARLA simulator Carla Show Recorder File Info Tool
- Implementation:Mlc ai Mlc llm Param Mapping
Heuristics
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Spotify Luigi PostgreSQL Server
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime