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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:Volcengine Verl Vision Language Model RL Training
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Onnx Onnx Model Validation
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:BerriAI Litellm Fine Tuning Job
Principles
- Principle:Cleanlab Cleanlab Confident Joint Estimation
- Principle:Datahub project Datahub Metadata Object Construction
- Principle:Microsoft Playwright Save and Load Authentication State
- Principle:Mistralai Client python Streaming Chat Completion
- Principle:Huggingface Datatrove Document Filtering Framework
- Principle:ChenghaoMou Text dedup Benchmark Evaluation
- Principle:Huggingface Trl GRPO Trainer Initialization
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Scikit learn contrib Imbalanced learn Under Sampling Base Abstraction
- Principle:Kserve Kserve LLMIsvc Controller Reconciliation
Implementations
- Implementation:Vllm project Vllm Pydantic Schema Generation
- Implementation:Iamhankai Forest of Thought Most Frequent Elements
- Implementation:Haosulab ManiSkill Drive
- Implementation:DistrictDataLabs Yellowbrick MissingValuesBar
- Implementation:Online ml River Datasets Taxis
- Implementation:Neuml Txtai Transcription
- Implementation:Teamcapybara Capybara Server Middleware
- Implementation:Guardrails ai Guardrails Docs Package Lock
- Implementation:BerriAI Litellm Logging Setup
- Implementation:Getgauge Taiko Specialized Inputs
Heuristics
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
Environments
- Environment:Lucidrains X transformers Python Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Intel Ipex llm NPU Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Tensorflow Serving Python Client Environment
- Environment:Vllm project Vllm Python
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment