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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:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
Principles
- Principle:Apache Paimon Lance Table Configuration
- Principle:FlagOpen FlagEmbedding IR Metrics Computation
- Principle:DistrictDataLabs Yellowbrick Manifold Embedding
- Principle:FlowiseAI Flowise API Documentation
- Principle:DistrictDataLabs Yellowbrick Type Introspection
- Principle:Ggml org Ggml Model Architecture Initialization
- Principle:Haosulab ManiSkill LeRobot Format Export
- Principle:Microsoft Playwright Implement Response Fixtures
- Principle:MaterializeInc Materialize Pipeline YAML Generation
- Principle:Vespa engine Vespa Version Preparation
Implementations
- Implementation:Predibase Lorax CLIP Vision Encoder
- Implementation:OpenGVLab InternVL GPT Review Visual Evaluation
- Implementation:Treeverse LakeFS Java SDK Model CommitList
- Implementation:Groq Groq python Embedding Input Pattern
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Disk Cache
- Implementation:Eventual Inc Daft Read Hudi
- Implementation:Mbzuai oryx Awesome LLM Post training Pd Read Csv Keywords
- Implementation:Microsoft Playwright CheckDeps
- Implementation:Evidentlyai Evidently SDK Prompts
- Implementation:Infiniflow Ragflow MarkdownContent Component
Heuristics
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Microsoft Autogen Graph Validation Rules
Environments
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Promptfoo Promptfoo Python Runtime