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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:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Openai Openai python Audio Processing
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Ucbepic Docetl Pipeline Optimization
Principles
- Principle:Mlc ai Mlc llm On Device Deployment
- Principle:FlagOpen FlagEmbedding Dense Retrieval
- Principle:Mage ai Mage ai Destination State Checkpointing
- Principle:Fede1024 Rust rdkafka FFI Binding Layer
- Principle:Webdriverio Webdriverio PluginSystem
- Principle:Facebookresearch Habitat lab Evaluation Execution
- Principle:SeldonIO Seldon core Tabular Data Query Filtering
- Principle:Anthropics Anthropic sdk python Response Processing
- Principle:Microsoft Semantic kernel Agent Plugin Equipment
- Principle:Promptfoo Promptfoo CLI Utilities
Implementations
- Implementation:Haosulab ManiSkill RoboCasaFixture
- Implementation:Facebookresearch Habitat lab StaticManipulator
- Implementation:Lance format Lance Java InvertedIndexParams
- Implementation:Pola rs Polars LazyFrame Explain Show Graph
- Implementation:Open compass VLMEvalKit llama4
- Implementation:Sgl project Sglang CPU Torch Extension
- Implementation:Alibaba ROLL Compute Advantage
- Implementation:TobikoData Sqlmesh Web Server Console
- Implementation:Mlc ai Web llm Async Generate
- Implementation:Deepseek ai Janus ODE Denoising Loop
Heuristics
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
Environments
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Datahub project Datahub Python Ingestion
- Environment:Langgenius Dify Vector Database Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Allenai Open instruct Beaker Cluster