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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:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:AUTOMATIC1111 Stable diffusion webui Image postprocessing and upscaling
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
Principles
- Principle:Cypress io Cypress Development Server
- Principle:NVIDIA NeMo Curator Pairwise Similarity Computation
- Principle:MaterializeInc Materialize Parallel Stress Testing
- Principle:LaurentMazare Tch rs Python Tensor Interop
- Principle:Promptfoo Promptfoo CI Notification
- Principle:Openai Openai python Image Generation
- Principle:Pyro ppl Pyro Deterministic Computation
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:Huggingface Datatrove Language Filtering
- Principle:Google deepmind Mujoco Model XML Export
Implementations
- Implementation:Microsoft Onnxruntime CPU DropoutGrad
- Implementation:Apache Druid DestinationForm
- Implementation:Bentoml BentoML Client Module
- Implementation:Zai org CogVideo SAT Training Main
- Implementation:Open compass VLMEvalKit MMHelix Calcudoku Eval
- Implementation:Langfuse Langfuse EvalRouter CreateTemplate
- Implementation:Microsoft Onnxruntime OrtUtil
- Implementation:Avhz RustQuant ExchangeRate
- Implementation:Open compass VLMEvalKit Falcon2VLM
- Implementation:Open compass VLMEvalKit KimiVLAPIWrapper
Heuristics
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
Environments
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Protectai Modelscan H5py Optional
- Environment:Openai Openai python Voice Helpers
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:FlowiseAI Flowise Docker Environment