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1,118
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:Neuml Txtai RAG Pipeline
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Haosulab ManiSkill RL Training with PPO
Principles
- Principle:Langgenius Dify Plugin Credential Configuration
- Principle:Run llama Llama index Docstore Deduplication
- Principle:Apache Hudi Clustering Layout Analysis
- Principle:Haifengl Smile SQL Database Connection
- Principle:Iterative Dvc Version Management
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
- Principle:Alibaba ROLL Megatron LoRA Adaptation
- Principle:Spotify Luigi Scheduler Daemon
- Principle:Pytorch Serve Streaming Cloud Inference
- Principle:Eventual Inc Daft Distributed Scaling Ray
Implementations
- Implementation:Iamhankai Forest of Thought Extract Label
- Implementation:Huggingface Open r1 Compute Pass Rate
- Implementation:TobikoData Sqlmesh PlanBuilder Set Start End
- Implementation:Apache Paimon FormatPyarrowReader
- Implementation:Apache Hudi Build Docker Images Script
- Implementation:Fastai Fastbook Add Datepart
- Implementation:ClickHouse ClickHouse Wide Integer
- Implementation:Langgenius Dify InputVar Types
- Implementation:Microsoft Playwright Recorder ForContext
- Implementation:Alibaba MNN OpenCL CL Ext Intel Header
Heuristics
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Alibaba MNN NC4HW4 Data Layout
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
Environments
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4