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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:Openai Whisper Word Level Timestamps
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:BerriAI Litellm Router Load Balancing
Principles
- Principle:Huggingface Datatrove Symbol Line Removal
- Principle:Confident ai Deepeval Trace Configuration
- Principle:Ollama Ollama KVCache Composite Caching
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
- Principle:Ucbepic Docetl Programmatic Optimization
- Principle:Protectai Llm guard Factual Consistency Checking
- Principle:Sdv dev SDV Range Constraint
- Principle:Tensorflow Serving HTTP Server Implementation
- Principle:Lm sys FastChat Prompt Deduplication
Implementations
- Implementation:Datajuicer Data juicer VideoHandReconstructionHaworMapper
- Implementation:Mlc ai Mlc llm Image Processing
- Implementation:Astronomer Astronomer cosmos Watcher Operators
- Implementation:Haosulab ManiSkill ANYmalC
- Implementation:Teamcapybara Capybara Chrome Node
- Implementation:Lm sys FastChat Split Train Test
- Implementation:Spotify Luigi Sphinx Doc Configuration
- Implementation:FlagOpen FlagEmbedding MLVU Choice Bench
- Implementation:CARLA simulator Carla WheelPhysicsControl
- Implementation:Openai Openai python Response Function Shell Tool Call
Heuristics
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Fastai Fastbook Embedding Size Rule
Environments
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Marker Inc Korea AutoRAG VLLM Environment