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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:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
Principles
- Principle:Mlfoundations Open flamingo Distributed Result Aggregation
- Principle:Datahub project Datahub Spark Connection Configuration
- Principle:Triton inference server Server Ensemble Validation
- Principle:Isaac sim IsaacGymEnvs Asymmetric Actor Critic
- Principle:Openai Openai node Response Format Configuration
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Ggml org Llama cpp Multimodal Encoding And Generation
- Principle:Huggingface Diffusers Lazy Import Management
Implementations
- Implementation:Protectai Modelscan OperatorIssueDetails
- Implementation:Pytorch Serve TorchModelServiceWorker
- Implementation:OpenHands OpenHands Nested Runtime HTTP Configuration
- Implementation:Apache Flink FileSourceReader Constructor
- Implementation:DataTalksClub Data engineering zoomcamp Java JsonKStreamJoins
- Implementation:SeleniumHQ Selenium Closure Math
- Implementation:Haosulab ManiSkill BackendResolution
- Implementation:Bentoml BentoML DeploymentConfigParameters
- Implementation:Speechbrain Speechbrain Compute Embeddings
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesFilter
Heuristics
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Apache Airflow Memory Management Tips
Environments
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Sgl project Sglang Prometheus
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Openai Openai agents python LiteLLM Dependencies