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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:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Ucbepic Docetl Pipeline Optimization
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Huggingface Transformers Pipeline Inference
Principles
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Norrrrrrr lyn WAInjectBench Supervised Training Loop
- Principle:Huggingface Datasets XML Dataset Building
- Principle:LMCache LMCache Prefiller Instance Launch
- Principle:Vllm project Vllm Speculation Metrics Evaluation
- Principle:Guardrails ai Guardrails BuildInfrastructure
- Principle:Huggingface Diffusers Conditioning Image Preparation
- Principle:Treeverse LakeFS Integration Test Utilities
- Principle:Tencent Ncnn Dependency Free Build
- Principle:Ray project Ray Python Wheel Building
Implementations
- Implementation:Lance format Lance JNI FFI
- Implementation:MarketSquare Robotframework browser Network Idle Transformer
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFace Load Dataset
- Implementation:Guardrails ai Guardrails Validator Chunking Function
- Implementation:Ollama Ollama Llama Grammar Types
- Implementation:Recommenders team Recommenders Benchmark Metric Functions
- Implementation:Haosulab ManiSkill PullCubeTool
- Implementation:Open compass VLMEvalKit Result Transfer
- Implementation:Haosulab ManiSkill AI2THORSceneBuilder
- Implementation:Datahub project Datahub Protoc Descriptor Set Out
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
Environments
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Neuml Txtai Python Core Environment
- Environment:Tensorflow Serving Python Client Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment