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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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|---|---|---|
| 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:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Promptfoo Promptfoo Red Team Security Scan
Principles
- Principle:Pyro ppl Pyro MCMC Numerical Methods
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:Togethercomputer Together python CLI Interface
- Principle:Apache Beam Windmill Connection Setup
- Principle:Scikit learn Scikit learn Decision Tree Learning
- Principle:LMCache LMCache Worker Registration
- Principle:Langchain ai Langgraph Execution Resumption
- Principle:Zai org CogVideo Inference LoRA Loading
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:Apache Hudi CI Parallel Test Orchestration
Implementations
- Implementation:NVIDIA TransformerEngine InferenceParams
- Implementation:Triton inference server Server L0 Storage S3 Local Test
- Implementation:Apache Paimon RowType
- Implementation:TobikoData Sqlmesh ManifestHelper Init
- Implementation:Haosulab ManiSkill QuadrupedReach
- Implementation:Online ml River Facto HOFM
- Implementation:Google deepmind Dm control Tolerance Reward
- Implementation:TobikoData Sqlmesh Project Context
- Implementation:Togethercomputer Together python Files Retrieve Content
- Implementation:Facebookresearch Audiocraft WMLoss
Heuristics
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
Environments
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Vllm project Vllm CUDA Hopper