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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:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Neuml Txtai Workflow Orchestration
Principles
- Principle:Zai org CogVideo Flow Refinement
- Principle:Neuml Txtai Interactive Console
- Principle:Danijar Dreamerv3 Distributed Learner Training
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Truera Trulens Agent Evaluation Metrics
- Principle:Lm sys FastChat ShareGPT HTML Cleaning
- Principle:Eventual Inc Daft Data Joining
- Principle:Ray project Ray Runtime Shutdown
- Principle:Facebookresearch Audiocraft Sound Dataset Augmented Loading
- Principle:CarperAI Trlx Reward Model Architecture
Implementations
- Implementation:OpenGVLab InternVL ADE20KDataset
- Implementation:Cohere ai Cohere python BedrockClientV2 Init
- Implementation:BerriAI Litellm Completion Request Types
- Implementation:LaurentMazare Tch rs Mmap Safetensors Load
- Implementation:ARISE Initiative Robosuite PandaRobot
- Implementation:CARLA simulator Carla MapData
- Implementation:Truera Trulens Record Viewer Dependencies
- Implementation:Kserve Kserve LocalModel Manager Deployment
- Implementation:Kornia Kornia Bilateral Filter
- Implementation:LMCache LMCache Basic Check
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Trailofbits Fickling Force Flag Bypass
Environments
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Intel Ipex llm NPU Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Cypress io Cypress Linux Display Server