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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:Googleapis Python genai Multimodal Content Generation
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
Principles
- Principle:Danijar Dreamerv3 Data Collection And Training
- Principle:Apache Paimon Data Retrieval
- Principle:NVIDIA NeMo Aligner REINFORCE Actor Setup
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
- Principle:TA Lib Ta lib python DataFrame Integration
- Principle:ClickHouse ClickHouse Server Process Management
- Principle:Openai CLIP Prompt Engineering
- Principle:Langfuse Langfuse Export Job Validation
- Principle:Lm sys FastChat FSDP Safe Model Saving
- Principle:Treeverse LakeFS Hook Triggered Commit
Implementations
- Implementation:OpenHands OpenHands Typography
- Implementation:Risingwavelabs Risingwave CdcEngine Interface
- Implementation:Apache Kafka CoordinatorTimerImpl Schedule
- Implementation:Datajuicer Data juicer SpecifiedNumericFieldFilter
- Implementation:Microsoft Onnxruntime Numpy Input Construction
- Implementation:FlagOpen FlagEmbedding Reinforced IR Retriever Modeling
- Implementation:HKUDS AI Trader CacheManager
- Implementation:SeleniumHQ Selenium VirtualAuthenticator
- Implementation:Huggingface Datasets Dataset getitem
- Implementation:Apache Druid SqlKeywords
Heuristics
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Apache Kafka Log4j Migration Compatibility
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:FMInference FlexLLMGen NVMe Disk