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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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|---|---|---|
| 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:Getgauge Taiko Interactive Test Recording
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Bentoml BentoML Service Definition And Local Serving
Principles
- Principle:Huggingface Datatrove Tokenizer Loading
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Helicone Helicone Request Routing and Validation
- Principle:OpenBMB UltraFeedback Score Validation and Correction
- Principle:Lance format Lance Tokenizer Configuration
- Principle:Microsoft Semantic kernel Execution Settings Configuration
- Principle:Facebookresearch Audiocraft Hydra Training Configuration
- Principle:LaurentMazare Tch rs Vendored Image IO
- Principle:Axolotl ai cloud Axolotl LoRA Adapter Injection
- Principle:Deepseek ai Janus ODE Denoising
Implementations
- Implementation:Haosulab ManiSkill RecordEpisode Wrapper
- Implementation:Interpretml Interpret ExampleRegressionObjective
- Implementation:Apache Druid Api Singleton
- Implementation:Online ml River Datasets Music
- Implementation:ClickHouse ClickHouse Poco HTTPAuthenticationParams
- Implementation:Langgenius Dify UseExplore
- Implementation:OWASP Www project top 10 for large language model applications TranslationScaffold Create Locale
- Implementation:Duckdb Duckdb Yyjson
- Implementation:Microsoft Onnxruntime OrtSession
- Implementation:Evidentlyai Evidently Legacy Data Loader
Heuristics
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
Environments
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Vllm project Vllm Buildkite
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:NVIDIA TransformerEngine Python PyTorch Requirements
- Environment:SeldonIO Seldon core Docker Compose Local Environment