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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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|---|---|---|
| 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:Apache Shardingsphere Shadow Database Routing
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Apache Spark Application Submission
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:CarperAI Trlx SFT Instruction Tuning
Principles
- Principle:Mlflow Mlflow Trace Search and Analysis
- Principle:Mlc ai Mlc llm Engine Configuration
- Principle:DataTalksClub Data engineering zoomcamp Dbt Intermediate Layer
- Principle:MaterializeInc Materialize Composition Service Definition
- Principle:FMInference FlexLLMGen Runtime Utility Functions
- Principle:Deepspeedai DeepSpeed RLHF Experience Generation
- Principle:Marker Inc Korea AutoRAG API Based Passage Reranking
- Principle:Microsoft Autogen Result Aggregation
- Principle:Axolotl ai cloud Axolotl Package Build Configuration
- Principle:Lm sys FastChat Chat Data Cleaning
Implementations
- Implementation:Kserve Kserve InferenceRouterType Enum
- Implementation:Online ml River Stats AutoCorr
- Implementation:Iterative Dvc Fs Dvc Path
- Implementation:Alibaba MNN Protobuf Wrappers PB H
- Implementation:Ggml org Ggml Ggml init
- Implementation:Mlc ai Web llm Create Web Worker MLC Engine
- Implementation:NVIDIA NeMo Curator DuplicateRemovalStage
- Implementation:Open compass VLMEvalKit VGRPBench Common Puzzle Factory
- Implementation:FlagOpen FlagEmbedding BGE Coder Run Generation
- Implementation:EvolvingLMMs Lab Lmms eval VLMs Are Biased Utils
Heuristics
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Confident ai Deepeval Secret Management Best Practices
Environments
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Explodinggradients Ragas Optional Metrics Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference