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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:VainF Torch Pruning LLM Structural Pruning
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Avhz RustQuant Model Calibration
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Huggingface Open r1 GRPO Reasoning Training
Principles
- Principle:Arize ai Phoenix Prompt Retrieval
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:TA Lib Ta lib python Candlestick Pattern Detection
- Principle:CrewAIInc CrewAI Crew Execution
- Principle:Liu00222 Open Prompt Injection Input Preprocessing
- Principle:FMInference FlexLLMGen CUDA Parallel Reduction
- Principle:OpenGVLab InternVL Flash Attention Patching
- Principle:ContextualAI HALOs Policy Sampling
- Principle:Haosulab ManiSkill Task Environment Definition
- Principle:Apache Airflow Monitoring Observability
Implementations
- Implementation:Volcengine Verl Compute GRPO Outcome Advantage
- Implementation:Farama Foundation Gymnasium HopperEnv V5
- Implementation:Onnx Onnx Helper Make Graph
- Implementation:TobikoData Sqlmesh Lineage Help
- Implementation:Datajuicer Data juicer PerplexityFilter
- Implementation:Openclaw Openclaw Platform Credential Helpers
- Implementation:Cohere ai Cohere python SigV4 Request Signing
- Implementation:Speechbrain Speechbrain Train IWSLT22 SAMU mBART
- Implementation:Datajuicer Data juicer S3UploadFileMapper
- Implementation:Apache Druid StatusDialog
Heuristics
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Shiyu coder Kronos Instance Normalization Clipping
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
Environments
- Environment:Openai Openai python Voice Helpers
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Vllm project Vllm CUDA Hopper
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime