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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:Lance format Lance Dataset Lifecycle
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Huggingface Optimum Model Export
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Unstructured IO Unstructured Chunking And Embedding
Principles
- Principle:NVIDIA NeMo Curator Text Deduplication
- Principle:ClickHouse ClickHouse Optimized Memcpy
- Principle:Pytorch Serve LLM Text Generation
- Principle:Groq Groq python Model Listing
- Principle:Online ml River Bandit Datasets
- Principle:Isaac sim IsaacGymEnvs Robot Controller Configuration
- Principle:MaterializeInc Materialize Dbt Profile Configuration
- Principle:Spotify Luigi Spark Configuration
- Principle:LaurentMazare Tch rs LLM Weight Conversion
- Principle:Langchain ai Langchain Embedding Model Initialization
Implementations
- Implementation:Norrrrrrr lyn WAInjectBench SentenceTransformer Encode
- Implementation:Mlc ai Mlc llm MLCEngine Mobile
- Implementation:LaurentMazare Tch rs Nn Linear
- Implementation:Risingwavelabs Risingwave BinlogHistoryRecordComparator
- Implementation:Datahub project Datahub RequiresMutable
- Implementation:MaterializeInc Materialize Query Fitness Module
- Implementation:NVIDIA NeMo Curator CaptionGenerationStage
- Implementation:Apache Dolphinscheduler WorkerGroupDispatcherCoordinator Dispatch
- Implementation:Scikit learn Scikit learn MultiOutputClassifier
- Implementation:ArroyoSystems Arroyo Mqtt Connector
Heuristics
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Apache Druid Query Error Suggestion Patterns
Environments
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Kubeflow Pipelines Kubernetes Cluster