Main Page
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Total Pages
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 Model Perplexity Evaluation
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Dagster io Dagster DSPy Optimization
Principles
- Principle:LaurentMazare Tch rs Pretrained Model Instantiation
- Principle:NVIDIA DALI TensorFlow Training Integration
- Principle:Teamcapybara Capybara Selector Modification
- Principle:Huggingface Datatrove Text Normalization Utilities
- Principle:Webdriverio Webdriverio WebDriver Bidi Protocol
- Principle:ARISE Initiative Robosuite Camera Projection Utilities
- Principle:Lm sys FastChat LoRA Adapter Saving
- Principle:Pola rs Polars Data Type Transformation
- Principle:Groq Groq python Batch Status Polling
- Principle:Bitsandbytes foundation Bitsandbytes Global INT8 Quantization
Implementations
- Implementation:ArroyoSystems Arroyo Running State
- Implementation:Datahub project Datahub MergeIntoCommandEdgeInputDatasetBuilder
- Implementation:Bentoml BentoML SSE Descriptor
- Implementation:Datahub project Datahub PendingMutationsException
- Implementation:LLMBook zh LLMBook zh github io Trainer Train LoRA
- Implementation:Speechbrain Speechbrain Train CommonLanguage LangId
- Implementation:Teamcapybara Capybara Spec Server
- Implementation:FlowiseAI Flowise ToolsListTable
- Implementation:Online ml River Stats Var
- Implementation:Sgl project Sglang Expert Specialization
Heuristics
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
Environments
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Vespa engine Vespa POSIX Mmap Log Control