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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:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Onnx Onnx Version Conversion
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
Principles
- Principle:ClickHouse ClickHouse Code Review Process
- Principle:AUTOMATIC1111 Stable diffusion webui Resource Monitoring
- Principle:NVIDIA NeMo Curator MinHash Signature Computation
- Principle:Pytorch Serve Tensor Parallel LLM Architecture
- Principle:Princeton nlp Tree of thought llm BFS Tree Search
- Principle:Explodinggradients Ragas DSPy Prompt Optimization
- Principle:Ggml org Llama cpp Chat Message Parsing
- Principle:Arize ai Phoenix Annotation Analysis
- Principle:Tensorflow Tfjs Sequence Preprocessing
- Principle:Langgenius Dify Production Deployment
Implementations
- Implementation:Datajuicer Data juicer OpSearch
- Implementation:Axolotl ai cloud Axolotl Load Processor
- Implementation:Google deepmind Mujoco WASM Bindings
- Implementation:Langchain ai Langgraph ServerRuntime
- Implementation:Pola rs Polars Release Python Workflow
- Implementation:Apache Druid SubmitTaskQuery
- Implementation:Promptfoo Promptfoo doRedteamRun
- Implementation:Scikit learn Scikit learn SphinxConf
- Implementation:Sgl project Sglang CPU BMM
- Implementation:InternLM Lmdeploy Gemm Convert
Heuristics
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
Environments
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Spotify Luigi Hadoop HDFS Cluster