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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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Browse by Category
| 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:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:VainF Torch Pruning LLM Structural Pruning
Principles
- Principle:Protectai Llm guard REST API Scanning Endpoints
- Principle:Bigscience workshop Petals Data Preparation
- Principle:Apache Flink Partition Management
- Principle:Guardrails ai Guardrails Structured Output Consumption
- Principle:Mlflow Mlflow Model Loading
- Principle:Neuml Txtai Semantic Query
- Principle:Treeverse LakeFS Import Progress Monitoring
- Principle:AnswerDotAI RAGatouille Pretrained Model Loading
- Principle:Microsoft BIPIA Response Generation
- Principle:Huggingface Diffusers ControlNet Residual Injection
Implementations
- Implementation:Pyro ppl Pyro SVI Engine
- Implementation:Datajuicer Data juicer VideoMotionScoreFilter
- Implementation:FlowiseAI Flowise Palette
- Implementation:Ucbepic Docetl BookmarksPanel
- Implementation:Apache Kafka Merge Pr
- Implementation:Langfuse Langfuse API Annotation Queues Schema
- Implementation:Explodinggradients Ragas Testset Export Methods
- Implementation:Langchain ai Langchain Anthropic Prompt Caching
- Implementation:Vllm project Vllm Broadcast Load Epilogue C3X
- Implementation:EvolvingLMMs Lab Lmms eval Sample MCP Server
Heuristics
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
Environments
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Neuml Txtai Docker Deployment Environment