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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:Mlfoundations Open flamingo Data Preparation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Openai Openai python Audio Processing
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Lance format Lance Full Text Search
Principles
- Principle:Ggml org Ggml Model Training
- Principle:AUTOMATIC1111 Stable diffusion webui Extension Architecture
- Principle:Sgl project Sglang Visual Input Preparation
- Principle:Alibaba ROLL Distributed Worker Cluster Management
- Principle:Microsoft DeepSpeedExamples ZeRO Stage3 Initialization
- Principle:PrefectHQ Prefect Settings Discovery And Validation
- Principle:Langfuse Langfuse Export Job Validation
- Principle:Haosulab ManiSkill GPU Parallelized Rollout
- Principle:DistrictDataLabs Yellowbrick Type Introspection
- Principle:Roboflow Rf detr Image Preprocessing
Implementations
- Implementation:Huggingface Diffusers SDXL Pipeline Call
- Implementation:Zai org CogVideo MoVQ Decoder3D Dev
- Implementation:NVIDIA DALI Sphinx Config
- Implementation:Infiniflow Ragflow UseUserSettingRequest Hooks
- Implementation:Online ml River Datasets SolarFlare
- Implementation:FlowiseAI Flowise Docker Compose Queue Prebuilt
- Implementation:Microsoft Playwright Public API Types
- Implementation:Risingwavelabs Risingwave DbzChangeEventConsumer
- Implementation:Helicone Helicone Registry Snapshot Tests
- Implementation:Langfuse Langfuse ExperimentsRouter ValidateConfig
Heuristics
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Openai Openai node Warning Deprecated Assistants API
Environments
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Vllm project Vllm Benchmarks
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime