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1,118
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:Unstructured IO Unstructured Performance Profiling
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Openai Openai python Audio Processing
- Workflow:Bigscience workshop Petals Distributed Text Generation
Principles
- Principle:Huggingface Trl Reward Argument Configuration
- Principle:Mistralai Client python Embedding Generation
- Principle:TA Lib Ta lib python Abstract Function Instantiation
- Principle:ChenghaoMou Text dedup Pipeline Configuration
- Principle:Duckdb Duckdb Adaptive Sorting
- Principle:Pyro ppl Pyro Discrete Marginal ELBO
- Principle:Interpretml Interpret Rule Based Classification
- Principle:LaurentMazare Tch rs Trainable JIT Loading
- Principle:Openai Openai node Text To Speech
- Principle:Apache Spark YARN Web Proxy Security
Implementations
- Implementation:Eventual Inc Daft Read Hudi
- Implementation:ArroyoSystems Arroyo Connection Tester
- Implementation:InternLM Lmdeploy Gemm Desc
- Implementation:EvolvingLMMs Lab Lmms eval Register Metric
- Implementation:Neuml Txtai Topic Modeling
- Implementation:Farama Foundation Gymnasium VectorEnv Step Reset
- Implementation:Sktime Pytorch forecasting mLSTMCell
- Implementation:TobikoData Sqlmesh EnvironmentDetails
- Implementation:Online ml River Evaluate Progressive Val Score Drift
- Implementation:TobikoData Sqlmesh API Commands
Heuristics
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
Environments
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Openai Whisper FFmpeg
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Huggingface Datasets JAX Integration
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:DevExpress Testcafe Firefox Marionette