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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:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Huggingface Transformers Model Benchmarking
Principles
- Principle:Spotify Luigi Hive Data Access
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:Avhz RustQuant Curve Interpolation
- Principle:Online ml River Horizon Metric
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:Openclaw Openclaw Persona Customization
- Principle:Datahub project Datahub Emitter Lifecycle
- Principle:Scikit learn Scikit learn Dataset Loading
- Principle:Webdriverio Webdriverio AI Self Healing
- Principle:Isaac sim IsaacGymEnvs Factory Configuration
Implementations
- Implementation:Treeverse LakeFS Commit Operation
- Implementation:Langgenius Dify Component Analyzer
- Implementation:Huggingface Datatrove TextUtils
- Implementation:Lance format Lance Commit Compaction
- Implementation:Apache Shardingsphere StandaloneMetaDataManagerPersistService Persist
- Implementation:FlagOpen FlagEmbedding Matryoshka Mistral Model Compensation
- Implementation:Groq Groq python Model Type
- Implementation:Microsoft LoRA GPT2 Encode Pipeline
- Implementation:Online ml River Optim AdaGrad
- Implementation:Apache Druid GroupingTableModule
Heuristics
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
Environments
- Environment:Microsoft Playwright Platform Support Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Sgl project Sglang OpenAI