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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:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Lance format Lance Table Optimization
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Infiniflow Ragflow Agent Workflow Building
Principles
- Principle:Openai Openai agents python RunState Serialization
- Principle:EvolvingLMMs Lab Lmms eval Dependency Management
- Principle:Ggml org Llama cpp JinjaTemplateEngine
- Principle:Vibrantlabsai Ragas LLM Configuration
- Principle:Neuml Txtai Late Interaction Retrieval
- Principle:MaterializeInc Materialize Release Prerequisite Verification
- Principle:Infiniflow Ragflow Search Result Display
- Principle:Ollama Ollama ImageGeneration
- Principle:Arize ai Phoenix Prompt Versioning
- Principle:Huggingface Datasets Disk Persistence
Implementations
- Implementation:Langfuse Langfuse Seeder Orchestrator
- Implementation:Hpcaitech ColossalAI Zero Bubble GRPOConsumer
- Implementation:NVIDIA TransformerEngine PyTorch Quantizer Cpp
- Implementation:Arize ai Phoenix Prompts Create
- Implementation:SeleniumHQ Selenium Colors
- Implementation:DistrictDataLabs Yellowbrick CVScores Visualizer
- Implementation:FlowiseAI Flowise CreateDocumentStore
- Implementation:Guardrails ai Guardrails Schema Validator
- Implementation:CARLA simulator Carla LaneSection
- Implementation:Sktime Pytorch forecasting QuantileLoss
Heuristics
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Predibase Lorax Quantization Backend Selection
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:Lance format Lance Python Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Sgl project Sglang CUDA SM100