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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:Shiyu coder Kronos Single Series Prediction
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Fastai Fastbook Collaborative Filtering
Principles
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:Ollama Ollama GGUF Model Conversion Mistral
- Principle:Huggingface Datasets Dataset Filtering
- Principle:Fastai Fastbook Classifier Data Preparation
- Principle:Dagster io Dagster Project Scaffolding
- Principle:Tensorflow Serving Thread Pool Management
- Principle:Apache Kafka Topic Deletion
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Pair Alignment
- Principle:Ggml org Llama cpp GGUF Quantization
- Principle:Microsoft Autogen Handoff Termination
Implementations
- Implementation:Apache Druid Tuning Config Form
- Implementation:FMInference FlexLLMGen Data Wrangling Install
- Implementation:Predibase Lorax Watermark Logits Processor
- Implementation:Speechbrain Speechbrain Prepare KsponSpeech LM
- Implementation:Apache Druid Publication Config Form
- Implementation:Open compass VLMEvalKit TableVQABench Utils
- Implementation:PeterL1n BackgroundMattingV2 Torch checkpoint ops
- Implementation:Princeton nlp SimPO Conda Environment Create
- Implementation:Google deepmind Mujoco mju Halton
- Implementation:Pyro ppl Pyro BART Forecast
Heuristics
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
Environments
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Openai Whisper Numba