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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:Lance format Lance Table Optimization
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Rapidsai Cuml Random Forest Training And Inference
Principles
- Principle:Ggml org Ggml CANN NPU Computation
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:Mlfoundations Open flamingo WebDataset Data Pipeline
- Principle:Openclaw Openclaw Channel Registration
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Haosulab ManiSkill Demonstration Data Acquisition
- Principle:Openai Evals Completion Function Protocol
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Openai Openai agents python Prompt Templates
- Principle:Microsoft Agent framework Approval Request Presentation
Implementations
- Implementation:NVIDIA TransformerEngine Ops AllReduce
- Implementation:Ggml org Llama cpp Arg Header
- Implementation:Google deepmind Mujoco Engine Core Constraint
- Implementation:Farama Foundation Gymnasium Graph Space
- Implementation:Helicone Helicone XAI Model Definitions
- Implementation:Deepspeedai DeepSpeed AutoTP Replace
- Implementation:Volcengine Verl Split Placement PPO Entry
- Implementation:Pyro ppl Pyro DenseNN
- Implementation:Apache Druid CompactionConfigDialog
- Implementation:Teamcapybara Capybara Queries TextQuery
Heuristics
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
Environments
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Apache Flink Node Build Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Openai Openai agents python Voice Dependencies