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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:Google deepmind Dm control MJCF Model Composition
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Wandb Weave Tracing Setup
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
Principles
- Principle:PacktPublishing LLM Engineers Handbook Data Warehouse Portability
- Principle:Mage ai Mage ai Schema Validation
- Principle:Dotnet Machinelearning Segment Encoding Optimization
- Principle:Allenai Open instruct GRPO Policy Update
- Principle:Dotnet Machinelearning Latent Dirichlet Allocation
- Principle:ClickHouse ClickHouse SSL TLS Configuration
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
- Principle:Teamcapybara Capybara Selector Modification
- Principle:Marker Inc Korea AutoRAG Configuration Validation
Implementations
- Implementation:Farama Foundation Gymnasium NumpyToTorch
- Implementation:Kserve Kserve AnchorImages Explainer
- Implementation:Testtimescaling Testtimescaling github io Actions Checkout V3
- Implementation:Scikit learn contrib Imbalanced learn ValueDifferenceMetric
- Implementation:Openai Openai python Batch Model
- Implementation:OpenHands OpenHands Tabs
- Implementation:Open compass VLMEvalKit Generate Inner
- Implementation:Langgenius Dify HitTesting
- Implementation:Diagram of thought Diagram of thought Adjacency List Builder
- Implementation:Pyro ppl Pyro Trace ELBO Loss
Heuristics
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Shiyu coder Kronos Sampling Temperature Tuning
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
Environments
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Huggingface Datasets Audio Video Dependencies