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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:ContextualAI HALOs Reward Model Training
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Microsoft LoRA LoRA Integration
Principles
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:Arize ai Phoenix Experiment Result Analysis
- Principle:Lm sys FastChat Condensed Rotary Embedding
- Principle:Huggingface Trl DPO Preference Dataset Loading
- Principle:Spotify Luigi External API Integration
- Principle:MarketSquare Robotframework browser Plugin Loading Mechanism
- Principle:Online ml River Estimator Base Architecture
- Principle:Trailofbits Fickling Pickle VM Tracing
- Principle:Openclaw Openclaw Channel Setup
- Principle:Nightwatchjs Nightwatch Test Execution
Implementations
- Implementation:LaurentMazare Tch rs Torch Api H
- Implementation:Openai CLIP LogisticRegression Wrapper
- Implementation:Bentoml BentoML Testing Server
- Implementation:Run llama Llama index RagDatasetGenerator
- Implementation:Mlc ai Mlc llm Attention Op
- Implementation:Ollama Ollama Imagegen Cache TeaCache
- Implementation:Anthropics Anthropic sdk python Package Init
- Implementation:ArroyoSystems Arroyo Sse Connector
- Implementation:Ucbepic Docetl Pipeline Optimize
- Implementation:MaterializeInc Materialize Optbench SQL Module
Heuristics
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Obss Sahi Auto Slice Resolution
Environments
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Vllm project Vllm Distributed
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime