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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:Avhz RustQuant Stochastic Process Simulation
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Openai Evals Running a single eval
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Apache Flink Stream File Compaction
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
Principles
- Principle:Huggingface Datatrove Language Filtering
- Principle:Mlflow Mlflow Error Handling and Exception Hierarchy
- Principle:Microsoft Semantic kernel Conversation Thread Management
- Principle:Scikit learn Scikit learn Probability Calibration
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:ArroyoSystems Arroyo Checkpoint Triggering
- Principle:Vespa engine Vespa FRT Transport and Failover
- Principle:Truera Trulens Custom App Wrapping
- Principle:Neuml Txtai Training Data Preparation
- Principle:Mit han lab Llm awq NVILA Multimodal Architecture
Implementations
- Implementation:SeldonIO Seldon core Seldon Model Load
- Implementation:Explodinggradients Ragas Discrete Metric Decorator
- Implementation:Lm sys FastChat Clean Chat Data
- Implementation:Microsoft Semantic kernel SignalR GenerateDocumentsChat
- Implementation:Kserve Kserve LLMInferenceService Full CRD
- Implementation:Microsoft Semantic kernel KernelProcessStep
- Implementation:Langchain ai Langchain FastEmbedSparse
- Implementation:Apache Flink SingletonResultIterator
- Implementation:Vllm project Vllm Spec Decode Method Config
- Implementation:Kubeflow Pipelines Kustomize Build Apply
Heuristics
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Spotify Luigi Apache Spark
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Vllm project Vllm Benchmarks