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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:Alibaba MNN Model Compression
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Openai Openai node Streaming To Client
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
Principles
- Principle:Langfuse Langfuse ChatML Normalization
- Principle:Anthropics Anthropic sdk python Streaming Structured Output
- Principle:Iterative Dvc Version Management
- Principle:Alibaba MNN Weight Quantization
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:Arize ai Phoenix Client Initialization
- Principle:LaurentMazare Tch rs SGD Optimization
- Principle:Openai Openai python File Upload
- Principle:Lucidrains X transformers Encoder Decoder Configuration
- Principle:NVIDIA NeMo Curator Video Export
Implementations
- Implementation:Alibaba MNN FlatBuffers IDL Gen Go
- Implementation:Langchain ai Langgraph RemoteGraph Init
- Implementation:FlowiseAI Flowise PromptGeneratorDialog
- Implementation:Apache Shardingsphere DatabaseMetaDataManager Manage
- Implementation:Apache Flink CongestionControlRateLimitingStrategy Builder
- Implementation:Bigscience workshop Petals DistributedMixtralConfig
- Implementation:ARISE Initiative Robosuite LeggedRobot
- Implementation:Apache Paimon BlobDescriptor Create and Serialize
- Implementation:Huggingface Optimum TokenClassificationProcessing
- Implementation:NVIDIA TransformerEngine Normalization Common
Heuristics
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
Environments
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Tensorflow Tfjs Python Converter
- Environment:Apache Paimon Optional Extensions