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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:Tensorflow Serving Model Export And Serving
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Apache Kafka Topic Management
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Open compass VLMEvalKit Adding Custom VLM
Principles
- Principle:Langgenius Dify Application Bootstrap
- Principle:Openai Whisper Median Filtering
- Principle:Elevenlabs Elevenlabs python Realtime Speech to Text
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:ARISE Initiative Robomimic Training Loop Execution
- Principle:Google deepmind Mujoco MJX Model Transfer
- Principle:Roboflow Rf detr ONNX Model Simplification
- Principle:NVIDIA DALI Video Reading
- Principle:Heibaiying BigData Notes HBase Data Deletion
- Principle:AUTOMATIC1111 Stable diffusion webui UI Accessibility
Implementations
- Implementation:Pola rs Polars DataFrame Group By
- Implementation:BerriAI Litellm Service Types
- Implementation:Apache Shardingsphere ShadowRule GetShadowDataSourceMappings
- Implementation:Farama Foundation Gymnasium MountainCarEnv
- Implementation:Astronomer Astronomer cosmos DatabricksTokenProfileMapping
- Implementation:LaurentMazare Tch rs PyTensor
- Implementation:Apache Flink WritableComparator
- Implementation:Kserve Kserve Tag Based Routing Validation
- Implementation:Anthropics Anthropic sdk python ThinkingBlock Separation
- Implementation:Turboderp org Exllamav2 Softmax AVX2
Heuristics
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
Environments
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Sgl project Sglang ROCm
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Apache Airflow Development Contributor Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime