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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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|---|---|---|
| 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:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Interpretml Interpret EBM Training And Prediction
Principles
- Principle:Huggingface Diffusers Training Configuration
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:Kornia Kornia Deep Edge Detection
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:Neuml Txtai Content Conversion
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:Recommenders team Recommenders Neural Collaborative Filtering
- Principle:Bentoml BentoML Cloud Deployment Creation
- Principle:Heibaiying BigData Notes HBase Table Creation
- Principle:Openai Openai node Response Stream Processing
Implementations
- Implementation:Online ml River Cluster CluStream
- Implementation:DataExpert io Data engineer handbook SparkSession Builder
- Implementation:Microsoft Playwright VideoRecorder
- Implementation:Ray project Ray Ray Init Cross Language
- Implementation:Open compass VLMEvalKit ConcatVideoDataset
- Implementation:OpenHands OpenHands InstallGitlabWebhooks
- Implementation:Bigscience workshop Petals DistributedMixtralConfig
- Implementation:Google deepmind Mujoco Engine Name
- Implementation:Infiniflow Ragflow MarkdownContent Component
- Implementation:Pyro ppl Pyro Abstract Infer
Heuristics
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
Environments
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Tencent Ncnn Vulkan Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Datahub project Datahub Java Build
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack