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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:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
Principles
- Principle:NVIDIA TransformerEngine HF To TE Weight Mapping
- Principle:Predibase Lorax HTTP Client Connection
- Principle:Duckdb Duckdb Zstandard Compression
- Principle:Dagster io Dagster Time Based Partitioning
- Principle:Neuml Txtai Task Creation
- Principle:Intel Ipex llm Pipeline Parallel Model Loading
- Principle:Helicone Helicone Endpoint Pricing Configuration
- Principle:NVIDIA TransformerEngine Comm GEMM Overlap
- Principle:Cypress io Cypress Binary Installation
- Principle:Microsoft Autogen Agent Instantiation
Implementations
- Implementation:Apache Shardingsphere ClusterWorkerIdGenerator Generate
- Implementation:Ray project Ray Custom Sphinx Directives
- Implementation:NVIDIA DALI ScratchCopyImpl
- Implementation:Predibase Lorax Flash Cohere Modeling
- Implementation:Ray project Ray Buildkite ML Pipeline
- Implementation:Microsoft LoRA WebNLG Dev Dataset
- Implementation:Haosulab ManiSkill Fetch
- Implementation:Microsoft Onnxruntime CPU FakeQuant
- Implementation:Run llama Llama index EmbeddingSingleSelector
- Implementation:Open compass VLMEvalKit CCOCRDataset
Heuristics
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
Environments
- Environment:Apache Hudi Flink Runtime Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Sgl project Sglang Web
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Openai Openai python Realtime WebSocket