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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:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Online ml River Online Clustering
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Huggingface Transformers Model Training With Trainer
Principles
- Principle:Huggingface Datasets JAX Formatting
- Principle:Explodinggradients Ragas Tool Call Accuracy Evaluation
- Principle:Sgl project Sglang Sampling Parameters Preparation
- Principle:Ollama Ollama OpenAI Embeddings And Listing
- Principle:Triton inference server Server Server Utilities
- Principle:Bigscience workshop Petals Inference Session Management
- Principle:Mlflow Mlflow Metric Logging
- Principle:Microsoft Semantic kernel Process Framework Frontend
- Principle:Apache Spark Build Environment Setup
- Principle:Groq Groq python Stream Chunk Processing
Implementations
- Implementation:Microsoft Playwright Client Artifact
- Implementation:Datajuicer Data juicer NestedDataset Process
- Implementation:Openai Openai agents python HostedMCP Connector Pattern
- Implementation:TobikoData Sqlmesh DataCatalog Page
- Implementation:Evidentlyai Evidently Legacy RegExp Feature
- Implementation:NVIDIA NeMo Curator VideoReaderStage
- Implementation:Langchain ai Langgraph StoreEmbedding
- Implementation:Farama Foundation Gymnasium Stateful Observation Wrappers
- Implementation:ArroyoSystems Arroyo Kinesis Source
- Implementation:Online ml River Metrics MultiLabelConfusionMatrix
Heuristics
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
Environments
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Turboderp org Exllamav2 Build Toolchain