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1,118
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:MaterializeInc Materialize Release Process
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Ollama Ollama Model Registry Operations
Principles
- Principle:Online ml River Active Learning Classification
- Principle:Webdriverio Webdriverio Global API
- Principle:Scikit learn contrib Imbalanced learn Geometric Mean Evaluation
- Principle:Ggml org Ggml Model Training
- Principle:CARLA simulator Carla Python API Build
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing input selection
- Principle:Marker Inc Korea AutoRAG API Based Passage Reranking
- Principle:Recommenders team Recommenders News Prediction Export
- Principle:Apache Hudi Data Reading And Processing
- Principle:Nightwatchjs Nightwatch Component Test Authoring
Implementations
- Implementation:Facebookresearch Habitat lab UserMask
- Implementation:Apache Kafka Docker Registry Push
- Implementation:Lance format Lance Dataset Delete
- Implementation:InternLM Lmdeploy DecodingConfig
- Implementation:TobikoData Sqlmesh Information
- Implementation:Mlfoundations Open flamingo Train one epoch
- Implementation:Apache Flink Pool
- Implementation:LMCache LMCache Disagg Proxy Server
- Implementation:Bentoml BentoML Buildx Backend
- Implementation:Mage ai Mage ai Tableau Streams
Heuristics
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
Environments
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Ggml org Ggml CUDA GPU Environment