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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:Openai Openai agents python Basic Agent Execution
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Duckdb Duckdb Building From Source
Principles
- Principle:Wandb Weave Model Definition
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
- Principle:Ollama Ollama LLM Memory Architecture
- Principle:NVIDIA TransformerEngine Baseline Transformer Layer
- Principle:Eventual Inc Daft Error Hierarchy
- Principle:Turboderp org Exllamav2 LoRA Adapter Loading
- Principle:ARISE Initiative Robosuite Omniverse Rendering
- Principle:Deepset ai Haystack Document Data Model
- Principle:Apache Paimon Table Writing
- Principle:Apache Paimon Ingestion Verification
Implementations
- Implementation:FlowiseAI Flowise SpeechToText
- Implementation:Cohere ai Cohere python Image Model
- Implementation:Langgenius Dify Env File Setup
- Implementation:Spotify Luigi Marker Table Check
- Implementation:Evidentlyai Evidently Legacy LLM Judge Feature
- Implementation:DevExpress Testcafe TestingUnit
- Implementation:Apache Airflow MetricsRegistry
- Implementation:Mlc ai Mlc llm Serve Data Py
- Implementation:BerriAI Litellm Braintrust Logger
- Implementation:Onnx Onnx Helper Make Node
Heuristics
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
Environments
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:OpenHands OpenHands Integration Credentials