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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:Hpcaitech ColossalAI RAG Application
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
Principles
- Principle:PeterL1n BackgroundMattingV2 Image dataset loading
- Principle:Ray project Ray Artifact Publishing
- Principle:Onnx Onnx External Data Conversion
- Principle:Apache Kafka Process Launch
- Principle:DistrictDataLabs Yellowbrick Feature Dropping Analysis
- Principle:Datahub project Datahub Emitter Instantiation
- Principle:MaterializeInc Materialize Pipeline Bootstrap
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:Volcengine Verl Parquet Export
- Principle:Online ml River Online Covariance Estimation
Implementations
- Implementation:Apache Kafka Kafka Run Class JVM Options
- Implementation:Haosulab ManiSkill QuadrupedSpin
- Implementation:Recommenders team Recommenders EmbeddingDotBias Model
- Implementation:Lm sys FastChat Vision Image
- Implementation:DataTalksClub Data engineering zoomcamp Airflow GCS Ingestion DAG
- Implementation:DistrictDataLabs Yellowbrick InterclusterDistance Visualizer
- Implementation:Alibaba ROLL VariousDivergence
- Implementation:Open compass VLMEvalKit Monkey
- Implementation:Facebookresearch Habitat lab BaselineRegistry
- Implementation:Huggingface Datatrove ContaminationStats
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
Environments
- Environment:Wandb Weave Python SDK Runtime
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements