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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:Langgenius Dify Application Creation
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Onnx Onnx Version Conversion
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Microsoft Playwright Codegen test recording
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Bentoml BentoML Bento Build And Containerization
Principles
- Principle:SeldonIO Seldon core Pipeline Inference Execution
- Principle:Neuml Txtai Embeddings Configuration
- Principle:Haosulab ManiSkill Trajectory Merging
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Spcl Graph of thoughts Thought Scoring
- Principle:Facebookresearch Audiocraft Export Directory Organization
- Principle:Huggingface Optimum Task and Model Resolution
- Principle:DataExpert io Data engineer handbook Streaming ETL Pipeline
- Principle:Dotnet Machinelearning Binary Model Evaluation
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing input selection
Implementations
- Implementation:Kubeflow Pipelines Dsl Component Decorator
- Implementation:Iterative Dvc Pathspec Math
- Implementation:Langfuse Langfuse API Media Schema
- Implementation:Spotify Luigi RangeTask
- Implementation:Microsoft Playwright BinaryPipeTransport
- Implementation:Turboderp org Exllamav2 ExLlamaV2Sampler Settings
- Implementation:Kornia Kornia Image Module
- Implementation:Mlc ai Mlc llm Mistral Model
- Implementation:Apache Kafka KafkaAdminClient DescribeTopics
- Implementation:Turboderp org Exllamav2 Ext QAttn
Heuristics
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Kubeflow Kubeflow Sequential Infrastructure Deployment
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
Environments
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Apache Kafka Docker Build Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:Speechbrain Speechbrain HuggingFace Transformers