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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:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:VainF Torch Pruning Vision Transformer Pruning
Principles
- Principle:OpenRLHF OpenRLHF Optimizer and Scheduler Setup
- Principle:Astronomer Astronomer cosmos Airflow Plugin Documentation Hosting
- Principle:Apache Airflow Community Voting
- Principle:Langgenius Dify Model and Prompt Configuration
- Principle:Neuml Txtai ONNX Export
- Principle:Lm sys FastChat Worker Dispatch Control
- Principle:Hpcaitech ColossalAI Distributed Environment Initialization
- Principle:Deepspeedai DeepSpeed Sequence Parallel Computation
- Principle:Sgl project Sglang Distributed Environment Setup
- Principle:Intel Ipex llm RAG Chain Assembly
Implementations
- Implementation:Open compass VLMEvalKit VGRPBench TreesAndTents
- Implementation:ARISE Initiative Robosuite MobileBaseVelocityController
- Implementation:InternLM Lmdeploy Gemm Desc
- Implementation:CrewAIInc CrewAI LlamaIndex Tool
- Implementation:Datajuicer Data juicer VideoDeduplicator
- Implementation:Elevenlabs Elevenlabs python SpeechToTextWordResponseModel
- Implementation:Microsoft DeepSpeedExamples ZenFlow Finetune Llama
- Implementation:Datajuicer Data juicer MetaTagsAggregator
- Implementation:Google deepmind Mujoco Filament Object Manager
- Implementation:Helicone Helicone Prompt State Types
Heuristics
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
Environments
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment