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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:TobikoData Sqlmesh Incremental model development
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
Principles
- Principle:Kornia Kornia ONNX Model Loading
- Principle:Langgenius Dify Plugin Lifecycle Management
- Principle:Eventual Inc Daft Data Materialization
- Principle:Langchain ai Langchain Chat Model Initialization For Streaming
- Principle:FlagOpen FlagEmbedding Multimodal Retrieval
- Principle:Apache Dolphinscheduler Physical Task Execution
- Principle:Bentoml BentoML Deployment Termination
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:Vllm project Vllm Constrained Generation
- Principle:Apache Dolphinscheduler Connection Parameter Definition
Implementations
- Implementation:Wandb Weave Weave Publish
- Implementation:Ggml org Llama cpp Perplexity Function
- Implementation:Cypress io Cypress Component Config Options
- Implementation:Avhz RustQuant Order
- Implementation:Norrrrrrr lyn WAInjectBench OpenCLIP Init
- Implementation:Pyro ppl Pyro DoMessenger
- Implementation:Open compass VLMEvalKit MMHelix Base Evaluator
- Implementation:Mlc ai Mlc llm Pipeline Parallel Rewrite
- Implementation:LLMBook zh LLMBook zh github io Trainer Train SFT
- Implementation:NVIDIA NeMo Curator LineRemover
Heuristics
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
Environments
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Cypress io Cypress Browser Requirements
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment