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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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|---|---|---|
| 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:MarketSquare Robotframework browser Installation and Setup
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Ggml org Llama cpp Embedding Extraction
Principles
- Principle:Recommenders team Recommenders Benchmark Model Training
- Principle:Infiniflow Ragflow Knowledge Base Creation
- Principle:Cypress io Cypress DOM Assertion and Interaction
- Principle:Openai Openai python Image Generation Parameters
- Principle:ARISE Initiative Robosuite Manipulation Task Design
- Principle:Microsoft Onnxruntime Trained Model Export
- Principle:FlagOpen FlagEmbedding LLM Reranker Training
- Principle:Duckdb Duckdb Unicode Processing
- Principle:Sktime Pytorch forecasting Decomposition Linear
- Principle:Spotify Luigi NoSQL Data Targets
Implementations
- Implementation:Online ml River FeatureSelection VarianceThreshold
- Implementation:Duckdb Duckdb Generate Enum Util
- Implementation:Datajuicer Data juicer Quality Classifier Train
- Implementation:Langgenius Dify Contract Router
- Implementation:CrewAIInc CrewAI PDF Search Tool
- Implementation:Facebookresearch Habitat lab KeyMapping
- Implementation:Microsoft Autogen Studio Web Dependencies
- Implementation:Guardrails ai Guardrails Validator Chunking Function
- Implementation:Protectai Llm guard Output ReadingTime
- Implementation:Ollama Ollama Tokenizer BPE
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
Environments
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Apache Airflow Development Contributor Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Unslothai Unsloth Llama Cpp