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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:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Alibaba ROLL RLVR Training Pipeline
Principles
- Principle:PacktPublishing LLM Engineers Handbook Supervised Finetuning
- Principle:Apache Paimon REST Catalog Protocol
- Principle:Infiniflow Ragflow Keyword Extraction
- Principle:Obss Sahi COCO Error Analysis
- Principle:Promptfoo Promptfoo CLI Utilities
- Principle:Huggingface Diffusers Auto Docstring Generation
- Principle:Google deepmind Mujoco Collision Detection
- Principle:Cypress io Cypress Launchpad Initialization
- Principle:Mlflow Mlflow Predict Function Definition
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
Implementations
- Implementation:ArroyoSystems Arroyo Proto Schema Converter
- Implementation:Bentoml BentoML Image Builder
- Implementation:Allenai Open instruct TensorCache
- Implementation:InternLM Lmdeploy Gemm MainloopSm70
- Implementation:Apache Dolphinscheduler DataSourceUtils Query
- Implementation:Liu00222 Open Prompt Injection DataSentinelDetector preprocessing
- Implementation:Apache Hudi ClusteringPlanOperator NotifyCheckpointComplete
- Implementation:NVIDIA TransformerEngine Ops Linear
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Microsoft Onnxruntime CUDA View
Heuristics
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
Environments
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Apache Spark Python Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Snorkel team Snorkel PySpark
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Unslothai Unsloth CUDA VLLM