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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:OpenBMB UltraFeedback Dataset Construction
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Neuml Txtai Agent Execution
- Workflow:Obss Sahi COCO Evaluation
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
Principles
- Principle:Ggml org Llama cpp Quantization Type Selection
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Promptfoo Promptfoo Interactive Project Setup
- Principle:TobikoData Sqlmesh CICD Production Plan Generation
- Principle:Datajuicer Data juicer Data Selection
- Principle:Tensorflow Serving Multi Inference
- Principle:Vllm project Vllm Multimodal Prompt Formatting
- Principle:Microsoft LoRA Weight Merging for Inference
- Principle:ChenghaoMou Text dedup False Positive Verification MinHash
- Principle:Lucidrains X transformers Autoregressive Data Preparation
Implementations
- Implementation:FlowiseAI Flowise AgentSettingsMenu
- Implementation:Mlc ai Mlc llm Mlc package config
- Implementation:ARISE Initiative Robosuite GeneratedObjects
- Implementation:Arize ai Phoenix Legacy Utils
- Implementation:Openai Openai node JSONSchema Types
- Implementation:Openai Openai python Response Function Call Args Delta
- Implementation:CARLA simulator Carla ThreadPool
- Implementation:Google deepmind Mujoco Platform UI Adapter
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:Openai CLIP Transform
Heuristics
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
Environments
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Sdv dev SDV Python Runtime
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Pytorch Serve vLLM Engine Environment