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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:Sdv dev SDV Sequential data synthesis
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Microsoft Agent framework Declarative Agent Definition
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
Principles
- Principle:NVIDIA NeMo Aligner REINFORCE Training
- Principle:HKUDS AI Trader Performance Visualization
- Principle:Zai org CogVideo Laplacian Pyramid Loss
- Principle:Webdriverio Webdriverio Environment Detection
- Principle:Eric mitchell Direct preference optimization Hydra Configuration
- Principle:Spotify Luigi File System Abstraction
- Principle:TA Lib Ta lib python Abstract Parameter Configuration
- Principle:Ggml org Ggml Weight Extraction and Mapping
- Principle:Nautechsystems Nautilus trader Python Package Configuration
- Principle:LMCache LMCache CacheBlend Performance Validation
Implementations
- Implementation:NVIDIA TransformerEngine Debug Disable Quant Layer
- Implementation:Rapidsai Cuml SVC API
- Implementation:TobikoData Sqlmesh Api Instance
- Implementation:Helicone Helicone Perform Edit Prompt
- Implementation:Neuml Txtai API Create
- Implementation:Arize ai Phoenix Evals Tracing
- Implementation:Heibaiying BigData Notes Hive Partition and Bucket Config
- Implementation:Triton inference server Server L0 Logging Test
- Implementation:VainF Torch Pruning Ops
- Implementation:Run llama Llama index Pydantic Selectors
Heuristics
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
Environments
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Avhz RustQuant Rust Stable
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Unstructured IO Unstructured Profiling Tools