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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:Treeverse LakeFS S3 Gateway Integration
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Iterative Dvc Plot Visualization
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Mistralai Client python Function Calling
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
Principles
- Principle:Kserve Kserve Prefill Decode Specification
- Principle:Isaac sim IsaacGymEnvs Runtime Randomization
- Principle:Cypress io Cypress Release Verification
- Principle:Tencent Ncnn Crowd Counting
- Principle:Mlfoundations Open flamingo Model Initialization
- Principle:Openai Openai python Realtime Error Handling
- Principle:Pola rs Polars Rust Crate Feature System
- Principle:Microsoft Playwright Export and Refine
- Principle:Fede1024 Rust rdkafka Message Ownership Transfer
- Principle:Neuml Txtai Voice Capture
Implementations
- Implementation:Facebookresearch Audiocraft ViSQOL Wrapper
- Implementation:Mlflow Mlflow Sidebars ClassicML
- Implementation:OpenGVLab InternVL InternLM2 Model
- Implementation:Sdv dev SDV Inequality Init
- Implementation:ArroyoSystems Arroyo Impulse Connector
- Implementation:Online ml River Linear Model LogisticRegression
- Implementation:Apache Airflow Cherry Pick Automation
- Implementation:Microsoft Playwright APIRequest NewContext
- Implementation:Predibase Lorax OPT Modeling
- Implementation:Duckdb Duckdb CMake Project Configuration
Heuristics
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
Environments
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Huggingface Datasets Lance Dependencies
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:SqueezeAILab ETS Evaluation Python Stack