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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:BerriAI Litellm Observability Integration
- Workflow:Togethercomputer Together python Batch Inference
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Apache Dolphinscheduler Datasource Plugin Development
Principles
- Principle:Apache Shardingsphere Hint Based Routing
- Principle:Zai org CogVideo LoRA Export and Inference
- Principle:Huggingface Trl DPO Preference Dataset Loading
- Principle:Unslothai Unsloth RL Model Loading
- Principle:Confident ai Deepeval Trace Metadata Enrichment
- Principle:Open compass VLMEvalKit Video Dataset Configuration
- Principle:Apache Druid Streaming Schema Spec
- Principle:Lm sys FastChat Distributed SFT Training
- Principle:Googleapis Python genai Image Result Processing
- Principle:Promptfoo Promptfoo Test Suite Construction
Implementations
- Implementation:OpenHands OpenHands InteractiveChip
- Implementation:Ollama Ollama Llama Json Schema To Grammar API
- Implementation:Open compass VLMEvalKit Janus
- Implementation:Tensorflow Serving SavedModelBuilder Multi Version
- Implementation:SeleniumHQ Selenium Language AGENTS Conventions
- Implementation:ArroyoSystems Arroyo Smoke Tests
- Implementation:Haifengl Smile DataFrame To Numerical For SQL
- Implementation:Elevenlabs Elevenlabs python ProjectVideoResponseModel
- Implementation:Ggml org Ggml Cann common
- Implementation:Microsoft DeepSpeedExamples ImageNet Training DeepSpeed
Heuristics
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
Environments
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Sail sg LongSpec Training Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Apache Paimon Optional Extensions
- Environment:NVIDIA DALI CMake Build Environment