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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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|---|---|---|
| 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:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Neuml Txtai API Deployment
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Google deepmind Dm control MJCF Model Composition
Principles
- Principle:Facebookresearch Audiocraft Latent Decoding and Audio Output
- Principle:Axolotl ai cloud Axolotl LoRA Adapter Injection
- Principle:FlagOpen FlagEmbedding Finetuned Embedder Validation
- Principle:Apache Airflow Local Testing
- Principle:FlowiseAI Flowise Workspace Navigation
- Principle:Mlfoundations Open flamingo Distributed Checkpointing
- Principle:AUTOMATIC1111 Stable diffusion webui Resource Monitoring
- Principle:Langchain ai Langgraph Channel Types
- Principle:Datahub project Datahub Emitter Initialization
- Principle:Huggingface Trl SFT Argument Configuration
Implementations
- Implementation:Confident ai Deepeval Update LLM Span
- Implementation:Apache Shardingsphere DefaultDistributedLock Lock
- Implementation:Microsoft Semantic kernel Bing SiteFilter TestData
- Implementation:Obss Sahi Coco2fiftyone
- Implementation:Duckdb Duckdb Setup Ubuntu Build Env
- Implementation:CARLA simulator Carla RecurrentSharedFuture
- Implementation:Pytorch Serve Marsgen
- Implementation:Google deepmind Mujoco Simulate Header
- Implementation:Apache Dolphinscheduler RpcService Annotation
- Implementation:Facebookresearch Audiocraft SampleManager
Heuristics
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
Environments
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies