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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:Microsoft Onnxruntime ORTModule Training
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Vllm project Vllm OpenAI Compatible Serving
Principles
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:NVIDIA DALI CUDA Kernel Implementation
- Principle:Hpcaitech ColossalAI Preference Data Preparation
- Principle:Huggingface Datatrove Regex Filtering
- Principle:Infiniflow Ragflow Document Upload
- Principle:Triton inference server Server TensorRT Engine Build
- Principle:Risingwavelabs Risingwave CDC Change Data Capture
- Principle:Arize ai Phoenix Dataset Management
- Principle:ChenghaoMou Text dedup Hamming Distance Clustering
- Principle:Recommenders team Recommenders ALS Recommendation Generation
Implementations
- Implementation:Ucbepic Docetl DSLRunner Load Run Save
- Implementation:Haosulab ManiSkill BaseStruct
- Implementation:ClickHouse ClickHouse Nfpm Client Package
- Implementation:DevExpress Testcafe Gulpfile
- Implementation:Google deepmind Dm control Manipulation Primitive
- Implementation:Avhz RustQuant EuropeanVanillaOption new
- Implementation:PeterL1n BackgroundMattingV2 Displayer
- Implementation:Astronomer Astronomer cosmos MemoryTracker
- Implementation:Datajuicer Data juicer DetectCharacterAttributesMapper
- Implementation:FMInference FlexLLMGen DistOptLM
Heuristics
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
Environments
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Huggingface Datasets Image Dependencies
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Astronomer Astronomer cosmos Kubernetes Provider