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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:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Openai Openai node Chat Completion
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Cohere ai Cohere python Model Finetuning
Principles
- Principle:Helicone Helicone Provider Definition
- Principle:NVIDIA NeMo Curator KMeans Clustering for Embeddings
- Principle:Apache Druid Streaming Source Configuration
- Principle:FMInference FlexLLMGen Execution Environment Initialization
- Principle:Getgauge Taiko File Attachment
- Principle:PacktPublishing LLM Engineers Handbook Document Cleaning
- Principle:Google deepmind Mujoco Stack Memory
- Principle:Mlc ai Web llm Embedding Input Formatting
- Principle:Apache Dolphinscheduler Plugin Module Structure
- Principle:Neuml Txtai Multi Vector Encoding
Implementations
- Implementation:TobikoData Sqlmesh Modal
- Implementation:Unstructured IO Unstructured Chunk By Title
- Implementation:LMCache LMCache KV Layer Groups
- Implementation:Pyro ppl Pyro ProfileHMM
- Implementation:LMCache LMCache Controller App JS
- Implementation:Sgl project Sglang CPU Decode Attention
- Implementation:Online ml River Bandit BayesUCB
- Implementation:InternLM Lmdeploy Serve Api Server
- Implementation:Online ml River Utils Inspect
- Implementation:Snorkel team Snorkel MultitaskClassifier Init
Heuristics
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:ContextualAI HALOs Online Round Budgeting
Environments
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Getgauge Taiko Docker Container
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Vllm project Vllm Python
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Tensorflow Tfjs Python Converter