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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:Ucbepic Docetl Long Document Chunking
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
Principles
- Principle:Eventual Inc Daft Hudi Reading
- Principle:Ollama Ollama CLIDisplay
- Principle:Mlc ai Mlc llm Chat Completion Interface
- Principle:Pola rs Polars API Documentation Linking
- Principle:ChenghaoMou Text dedup Cluster Visualization
- Principle:Lm sys FastChat Long Conversation Splitting
- Principle:Huggingface Datasets Dataset Item Access
- Principle:Online ml River Incremental KMeans Clustering
- Principle:Ray project Ray Python Wheel Building
- Principle:Mlflow Mlflow Prediction Endpoint
Implementations
- Implementation:Nightwatchjs Nightwatch Reporter Hook Interface
- Implementation:Mit han lab Llm awq Device warmup
- Implementation:Microsoft Autogen CI Checks Workflow
- Implementation:CrewAIInc CrewAI Knowledge Attachment Config
- Implementation:Deepset ai Haystack InMemoryDocumentStore
- Implementation:Predibase Lorax GPTQ Quant Linear
- Implementation:TobikoData Sqlmesh Editor Page
- Implementation:MaterializeInc Materialize Parallel Benchmark Framework
- Implementation:InternLM Lmdeploy GenerationConfig
- Implementation:Guardrails ai Guardrails Hub Tracing
Heuristics
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Ollama Ollama Quantization Layer Selection
Environments
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Apache Kafka JVM Runtime Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment