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Revision as of 14:32, 22 February 2026
27,667
Total Pages
1,118
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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Browse by Category
| 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:Huggingface Optimum Model Export
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Datahub project Datahub Python Metadata Emission
Principles
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:Huggingface Open r1 Benchmark Evaluation
- Principle:FlowiseAI Flowise Workspace Navigation
- Principle:Googleapis Python genai Cache Management
- Principle:Nightwatchjs Nightwatch Project Initialization
- Principle:Isaac sim IsaacGymEnvs Policy Training Loop
- Principle:Apache Spark Release Artifact Publishing
- Principle:ClickHouse ClickHouse Test Result Analysis
- Principle:Ggml org Llama cpp JinjaTemplateEngine
- Principle:Langchain ai Langchain Standard Integration Testing
Implementations
- Implementation:TobikoData Sqlmesh DataCatalog Page
- Implementation:Openai Openai python Response Input Image Param
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval MSC
- Implementation:Ollama Ollama Llama Sampling Engine
- Implementation:CARLA simulator Carla Image Save To Disk
- Implementation:Apache Shardingsphere VersionPersistService SwitchActiveVersion
- Implementation:Risingwavelabs Risingwave SinkCoordinatorStreamObserver
- Implementation:Apache Shardingsphere ZookeeperDistributedLock Lock
- Implementation:Risingwavelabs Risingwave ChangeEventSourceCoordinator
- Implementation:ArroyoSystems Arroyo Lookup Join
Heuristics
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
Environments
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Iterative Dvc Git SCM Environment
- Environment:Sgl project Sglang Runtime
- Environment:Trailofbits Fickling Python Runtime
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Alibaba ROLL Diffusion Video Environment