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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:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
Principles
- Principle:Helicone Helicone Verification and Testing
- Principle:SeldonIO Seldon core Explainer Base Model Deployment
- Principle:SqueezeAILab ETS Score Aggregation
- Principle:PrefectHQ Prefect Durable AI Execution
- Principle:DataTalksClub Data engineering zoomcamp Dbt Marts Layer
- Principle:Deepset ai Haystack Document Writing
- Principle:Tensorflow Tfjs Task Head Construction
- Principle:Rapidsai Cuml Cluster Label Assignment
- Principle:Ollama Ollama Integrity Verification
- Principle:Duckdb Duckdb Extension Configuration
Implementations
- Implementation:Huggingface Datasets HDF5 Builder
- Implementation:Google deepmind Mujoco USD Tokens
- Implementation:Neuml Txtai AudioMixer
- Implementation:Apache Druid TasksView
- Implementation:Ucbepic Docetl OpDescriptions
- Implementation:ClickHouse ClickHouse Poco WebSocketImpl
- Implementation:Alibaba ROLL Qwen3OmniMoeConfig
- Implementation:FlowiseAI Flowise GetEvaluation
- Implementation:NVIDIA NeMo Curator WorkflowBase
- Implementation:Kserve Kserve LocalModelNodeGroup CRD
Heuristics
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
Environments
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Apache Beam Java Build Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Sdv dev SDV GPU CUDA Support