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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:Apache Airflow Core Release Process
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Intel Ipex llm LoRA Finetuning
Principles
- Principle:ChenghaoMou Text dedup Union Find
- Principle:Axolotl ai cloud Axolotl Tokenizer Configuration
- Principle:MarketSquare Robotframework browser JavaScript Extension Integration
- Principle:MarketSquare Robotframework browser Development Environment Setup
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Ggml org Llama cpp Chat Template Types
- Principle:Pyro ppl Pyro Directional Statistics
- Principle:Speechbrain Speechbrain Brain Subclass Initialization
- Principle:Haotian liu LLaVA Visual Instruction Tuning
- Principle:Snorkel team Snorkel Probabilistic Label Generation
Implementations
- Implementation:MaterializeInc Materialize MaterializeConnectionManager Open
- Implementation:LaurentMazare Tch rs YOLO Detection
- Implementation:Helicone Helicone ExportDashboardData
- Implementation:Marker Inc Korea AutoRAG Chunker Start Chunking
- Implementation:Apache Spark AmIpFilter
- Implementation:DataTalksClub Data engineering zoomcamp Confluent PySpark Streaming
- Implementation:Pytorch Serve TorchModelServiceWorker
- Implementation:Langfuse Langfuse API Organizations Schema
- Implementation:Hiyouga LLaMA Factory FSDP2 Plugin
- Implementation:Pyro ppl Pyro NUTS Kernel
Heuristics
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
Environments
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Cypress io Cypress Linux Display Server