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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:Ggml org Ggml Vision Model Inference
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Openai Openai agents python Guardrails Secured Agent
Principles
- Principle:Protectai Llm guard Factual Consistency Checking
- Principle:Recommenders team Recommenders Stratified Data Splitting
- Principle:Huggingface Datatrove Core Data Structures
- Principle:Bentoml BentoML Runtime Environment Definition
- Principle:Rapidsai Cuml Linear Model Fitting
- Principle:DevExpress Testcafe Test Run Error Taxonomy
- Principle:OpenHands OpenHands Action Server Startup
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Huggingface Trl GRPO Model Loading
- Principle:Obss Sahi Model Initialization
Implementations
- Implementation:Huggingface Transformers Time Generate Measurement
- Implementation:ArroyoSystems Arroyo Validate Query
- Implementation:Spotify Luigi Visualiser Web UI
- Implementation:Google deepmind Mujoco Engine Sort
- Implementation:Scikit learn Scikit learn SetOutput
- Implementation:InternLM Lmdeploy GenerationConfig
- Implementation:Google deepmind Mujoco Render Context Header
- Implementation:Fastai Fastbook Loss Functions
- Implementation:Haosulab ManiSkill Register Env Decorator
- Implementation:FMInference FlexLLMGen DeepSpeed State Dict Factory
Heuristics
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Alibaba MNN Memory Mode Selection
Environments
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:BerriAI Litellm PostgreSQL Database
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Microsoft Autogen Python Runtime Environment