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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:Run llama Llama index ReAct Agent
- Workflow:Lance format Lance Version Management
- Workflow:Openai Openai python Image Generation
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Alibaba MNN LLM Deployment Pipeline
Principles
- Principle:Sdv dev SDV Synthesizer Persistence
- Principle:Duckdb Duckdb String Similarity
- Principle:Truera Trulens Server Side Evaluation
- Principle:Google deepmind Mujoco Scene Rendering
- Principle:Iamhankai Forest of Thought Tree of Thought Search
- Principle:Ray project Ray Actor Method Invocation
- Principle:Alibaba ROLL Trajectory Collection
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:Huggingface Datatrove Tokenized Dataset Loading
- Principle:Openclaw Openclaw Agent Creation
Implementations
- Implementation:Webdriverio Webdriverio Globals Types
- Implementation:LMCache LMCache LMCacheEngine Store
- Implementation:NVIDIA NeMo Curator PreviewStage
- Implementation:Puppeteer Puppeteer WebWorker
- Implementation:Truera Trulens App Context Manager
- Implementation:BerriAI Litellm Litellm Logging
- Implementation:Openai Openai agents python Runner Resume Pattern
- Implementation:Apache Paimon TableSnapshot
- Implementation:Langchain ai Langgraph Internal Config
- Implementation:Microsoft Playwright APIRequestContext Fetch
Heuristics
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
Environments
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Sgl project Sglang OpenAI
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:DevExpress Testcafe Firefox Marionette