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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:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Openai Openai python Realtime Conversation
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
Principles
- Principle:Apache Spark Test Orchestration
- Principle:NVIDIA NeMo Curator Pairwise Similarity Computation
- Principle:SeldonIO Seldon core Component Model Deployment
- Principle:Duckdb Duckdb Fast Number Parsing
- Principle:Mlflow Mlflow Local Model Serving
- Principle:Ggml org Llama cpp Tokenization Tool
- Principle:Ggml org Llama cpp Embedding Computation
- Principle:Google deepmind Mujoco Headless OpenGL Initialization
- Principle:Huggingface Diffusers Training Dataset Preparation
- Principle:ArroyoSystems Arroyo Execution Engine
Implementations
- Implementation:CrewAIInc CrewAI Task Constructor For Hierarchical
- Implementation:Mlflow Mlflow ML Package Versions
- Implementation:Volcengine Verl RayPPOTrainer Validate Save
- Implementation:CrewAIInc CrewAI Tool Decorator And Classes
- Implementation:Mistralai Client python GCP BaseSDK
- Implementation:Apache Paimon SlicedSplit
- Implementation:Langchain ai Langgraph Serde Types
- Implementation:NVIDIA TransformerEngine LayerNorm API
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Protocol
- Implementation:Risingwavelabs Risingwave EsSinkFactory
Heuristics
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
Environments
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Bigscience workshop Petals CUDA Server
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Huggingface Transformers Flash Attention 2 Env