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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:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Online ml River Time Series Forecasting
- Workflow:Lance format Lance Full Text Search
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Intel Ipex llm RAG With LangChain
Principles
- Principle:Mlc ai Web llm Streaming Response Processing
- Principle:OpenBMB UltraFeedback Completion Data Loading
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Configuration
- Principle:Ggml org Llama cpp Embedding Model Loading
- Principle:Scikit learn Scikit learn Decision Tree Learning
- Principle:Tensorflow Tfjs CPU Kernel Registration
- Principle:Togethercomputer Together python API Error Handling
- Principle:Puppeteer Puppeteer PDF Generation
- Principle:Elevenlabs Elevenlabs python Text Chunking
- Principle:Webdriverio Webdriverio BrowserStack Capability Management
Implementations
- Implementation:Huggingface Peft PromptEncoderConfig
- Implementation:Datahub project Datahub DataHubRestEmitter Init
- Implementation:Eventual Inc Daft Setup Logger
- Implementation:Apache Druid MakeTableQueryAndHints
- Implementation:Ray project Ray Serve RequestContext
- Implementation:CrewAIInc CrewAI Manager Agent Setup
- Implementation:InternLM Lmdeploy Buffer
- Implementation:TobikoData Sqlmesh Lineage Utils
- Implementation:CrewAIInc CrewAI LlamaIndex Tool
- Implementation:Treeverse LakeFS Java SDK Model Statement
Heuristics
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Alibaba ROLL KL Coefficient Tuning
Environments
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Mistralai Client python Realtime Transcription Environment