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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:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Openai Openai node Streaming To Client
Principles
- Principle:Ggml org Llama cpp GGUFFormat
- Principle:EvolvingLMMs Lab Lmms eval Results Retrieval
- Principle:ARISE Initiative Robosuite IK Solver Utilities
- Principle:Online ml River Online Optimizers
- Principle:Onnx Onnx Output Dimension Expansion
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:MarketSquare Robotframework browser Test Cleanup and Failure Handling
- Principle:Microsoft Agent framework Chat Client Configuration
- Principle:Hpcaitech ColossalAI Document Loading
- Principle:DistrictDataLabs Yellowbrick Parallel Coordinates Visualization
Implementations
- Implementation:Datahub project Datahub Proto2DataHub
- Implementation:Speechbrain Speechbrain Hparams Switchboard Seq2Seq
- Implementation:Microsoft Autogen Studio MCP Create Modal
- Implementation:SeleniumHQ Selenium DevTools AddListener
- Implementation:Openai Openai python Image Create Variation Params
- Implementation:Open compass VLMEvalKit Spotting Metric
- Implementation:BerriAI Litellm Get Model Cost Map
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Visualizer
- Implementation:Openai Openai python Response Output Text Annotation Added
- Implementation:Microsoft Onnxruntime Npm Install Onnxruntime
Heuristics
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
Environments
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Datahub project Datahub Frontend Build
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment