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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:Apache Beam Dataflow Streaming Execution
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Huggingface Trl Reward Model Training
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Haifengl Smile Data Loading Pipeline
Principles
- Principle:Cleanlab Cleanlab Label Quality Scoring
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:Heibaiying BigData Notes MapReduce Partitioner
- Principle:NVIDIA TransformerEngine Comm GEMM Overlap
- Principle:Mistralai Client python Streaming Chat Completion
- Principle:Shiyu coder Kronos Predictor Finetuning
- Principle:Princeton nlp SimPO Preference Optimization
- Principle:Pytorch Serve Hardware Metrics Collection
- Principle:Langgenius Dify Embedding and Indexing
- Principle:Duckdb Duckdb Build Environment Setup
Implementations
- Implementation:Scikit learn Scikit learn PassiveAggressiveClassifier
- Implementation:Cleanlab Cleanlab CleanLearning Init
- Implementation:Mit han lab Llm awq NVILA Demo
- Implementation:InternLM Lmdeploy Impl 1688
- Implementation:Alibaba ROLL SFTWorker Train Step
- Implementation:PacktPublishing LLM Engineers Handbook FastLanguageModel Get Peft Model
- Implementation:Vespa engine Vespa Bootstrap Cmake Sh
- Implementation:Lance format Lance Java RestoreOp
- Implementation:FlagOpen FlagEmbedding BGE VL Eval FashionIQ
- Implementation:Togethercomputer Together python Batches Get Batch
Heuristics
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
Environments
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment