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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:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Openai Evals Running an eval set
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Google deepmind Mujoco Offscreen video recording
Principles
- Principle:Protectai Llm guard Topic Filtering
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:EvolvingLMMs Lab Lmms eval YAML Task Configuration
- Principle:Apache Shardingsphere SPI Rule Building
- Principle:Zai org CogVideo Parallel Video Generation
- Principle:Mbzuai oryx Awesome LLM Post training Paper Corpus Review
- Principle:Apache Druid Explore State Management
- Principle:MaterializeInc Materialize Workflow Function Authoring
- Principle:Nightwatchjs Nightwatch Browser Command Execution
- Principle:Shiyu coder Kronos Predictor Finetuning
Implementations
- Implementation:Fede1024 Rust rdkafka FFI Bindings
- Implementation:Predibase Lorax Validation Schema Extraction
- Implementation:ARISE Initiative Robosuite LeggedRobot
- Implementation:FlagOpen FlagEmbedding Search Demo Tool
- Implementation:LaurentMazare Tch rs C Generated Rs
- Implementation:Sail sg LongSpec Save Model Extract
- Implementation:Langchain ai Langgraph Task Decorator
- Implementation:BerriAI Litellm Email Alert Types
- Implementation:Datajuicer Data juicer SentenceSplitMapper
- Implementation:Microsoft Playwright Client Coverage
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Protectai Modelscan Unknown Opcodes Assume Critical
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
Environments
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Openai Evals Python Runtime
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Mlfoundations Open flamingo WebDataset Training Dependencies
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Sgl project Sglang Prometheus
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Apache Hudi Flink Runtime Environment