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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:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Neuml Txtai Model Training
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
Principles
- Principle:Langgenius Dify Embedding and Indexing
- Principle:Huggingface Datasets SQL Dataset Building
- Principle:Sail sg LongSpec Math Equivalence Evaluation
- Principle:Scikit learn Scikit learn Naive Bayes Classification
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:LMCache LMCache CacheBlend Performance Validation
- Principle:Axolotl ai cloud Axolotl Package Build Configuration
- Principle:Facebookresearch Audiocraft Temporal Conditioning Preparation
- Principle:Langgenius Dify Knowledge Base Connection
- Principle:Farama Foundation Gymnasium Discrete Action Space
Implementations
- Implementation:Speechbrain Speechbrain Train KsponSpeech
- Implementation:Treeverse LakeFS Lakectl Test Utilities
- Implementation:Zai org CogVideo SAT Training Main
- Implementation:Apache Kafka KafkaAdminClient IncrementalAlterConfigs
- Implementation:Iterative Dvc Dependency Dataset
- Implementation:LMCache LMCache Async Lookup Client
- Implementation:Openai Openai node Speech Create
- Implementation:FlowiseAI Flowise AgentflowMarketplaceCanvas
- Implementation:Turboderp org Exllamav2 Ext QAttn H
- Implementation:EvolvingLMMs Lab Lmms eval Gather Object
Heuristics
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
Environments
- Environment:Sail sg LongSpec Training Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Risingwavelabs Risingwave Docker Deployment Environment