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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:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Apache Airflow Core Release Process
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
Principles
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:FlagOpen FlagEmbedding Multi Retrieval Training
- Principle:Heibaiying BigData Notes HDFS Java API Operations
- Principle:Nightwatchjs Nightwatch Cucumber Dependency Setup
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:Promptfoo Promptfoo Environment Configuration
- Principle:Ucbepic Docetl Package Installation
- Principle:LaurentMazare Tch rs Proximal Policy Optimization
- Principle:Facebookresearch Audiocraft Audio Generation Evaluation
- Principle:Apache Flink Compaction Request Triggering
Implementations
- Implementation:Apache Spark Start Workers
- Implementation:Allenai Open instruct StreamingDataLoaderConfig
- Implementation:Recommenders team Recommenders Spark Evaluation Classes
- Implementation:Apache Druid MultiAxisChartModule
- Implementation:Langgenius Dify Theme Var Define
- Implementation:Apache Dolphinscheduler Plugin Installation Script
- Implementation:ArroyoSystems Arroyo Format Types
- Implementation:Openai Evals Progress Class
- Implementation:Apache Airflow Configuration Parser
- Implementation:Lakeraai Pint benchmark Pint Benchmark Function
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
- Heuristic:Apache Hudi Write Memory Tuning
Environments
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Apache Paimon Optional Extensions
- Environment:BerriAI Litellm Docker Deployment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Ggml org Ggml C Cpp Build Environment