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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:Apache Kafka Topic Management
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Vespa engine Vespa Control File Initialization
- Principle:Neuml Txtai API Server Bootstrap
- Principle:LaurentMazare Tch rs Tensor Indexing Operations
- Principle:Microsoft Agent framework Concurrent Orchestration
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:FlowiseAI Flowise Document Store Creation
- Principle:PrefectHQ Prefect Human Approval Gate
- Principle:Avhz RustQuant Mathematical Sequences
- Principle:Facebookresearch Audiocraft Hydra Training Configuration
- Principle:Haifengl Smile Linear System Solving
Implementations
- Implementation:Webdriverio Webdriverio XPath Predicate
- Implementation:Scikit learn Scikit learn SpectralClustering
- Implementation:TobikoData Sqlmesh Model Directory
- Implementation:Run llama Llama index IngestionPipeline Init
- Implementation:Ucbepic Docetl Directive TakeHeadTail
- Implementation:Microsoft DeepSpeedExamples Offload States Demo
- Implementation:Speechbrain Speechbrain Get Verification Scores
- Implementation:Apache Spark K8s Config Properties
- Implementation:Mlflow Mlflow Search Prompts
- Implementation:Openai Openai agents python MCP Approval Callback Pattern
Heuristics
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:DistrictDataLabs Yellowbrick NaN Data Handling
Environments
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Groq Groq python Python Groq SDK
- Environment:BerriAI Litellm Observability Stack
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Sgl project Sglang Web
- Environment:Open compass VLMEvalKit Data Storage Environment