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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:Pola rs Polars Time Series Analysis
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Iterative Dvc Remote Data Sync
Principles
- Principle:Microsoft Onnxruntime Tensor Construction
- Principle:InternLM Lmdeploy Load Balancing Proxy
- Principle:Webdriverio Webdriverio Component Test Rendering
- Principle:Neuml Txtai Agent Tool Definition
- Principle:Mit han lab Llm awq INT4 Weight Packing
- Principle:Cleanlab Cleanlab Datalab Multilabel Label Issue Detection
- Principle:Microsoft Autogen Message Filtering
- Principle:Mlflow Mlflow Prompt Registration
- Principle:Sgl project Sglang Parallel Branching Logic
- Principle:Google deepmind Mujoco Simulation State Initialization
Implementations
- Implementation:Pyro ppl Pyro CoalescentTimes
- Implementation:Microsoft Playwright PlaywrightServer
- Implementation:Mlc ai Web llm JSON Parse Output
- Implementation:Farama Foundation Gymnasium Vector Observation Wrappers
- Implementation:SeleniumHQ Selenium Closure Testing Events
- Implementation:Ollama Ollama MLXRunner MLX Generated H
- Implementation:InternLM Lmdeploy AttentionUniversal
- Implementation:Apache Paimon SlicedSplit
- Implementation:Hpcaitech ColossalAI Extension Utils
- Implementation:Speechbrain Speechbrain Train IWSLT22 SAMU
Heuristics
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Alibaba ROLL KL Coefficient Tuning
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment