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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:Haotian liu LLaVA Single Image Inference
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
Principles
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Datahub project Datahub Client Resource Cleanup
- Principle:Volcengine Verl Answer Extraction
- Principle:Online ml River Online ML Utilities
- Principle:Haifengl Smile SQL Data Ingestion
- Principle:Langchain ai Langgraph SDK Error Handling
- Principle:TobikoData Sqlmesh Production Deployment With Backfill
- Principle:Kornia Kornia Image Stitching
- Principle:Haotian liu LLaVA Environment Setup
- Principle:ClickHouse ClickHouse RAII Scope Guard
Implementations
- Implementation:Apache Shardingsphere DatabaseRulePersistService Persist
- Implementation:Alibaba MNN MNNConvert CLI
- Implementation:Cleanlab Cleanlab Multilabel Issue Manager
- Implementation:Ollama Ollama XTools WebSearch
- Implementation:Togethercomputer Together python Batches Get Batch
- Implementation:Haifengl Smile DataFrame Numerical Conversion
- Implementation:Huggingface Datatrove SentenceDedupSignature
- Implementation:Haosulab ManiSkill PullCube
- Implementation:Microsoft DeepSpeedExamples Plot Loss
- Implementation:OpenGVLab InternVL Evaluate Chat Model
Heuristics
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
Environments
- Environment:Apache Beam Portable Runner Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Spotify Luigi Tornado Web Server
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Guardrails ai Guardrails LLM Provider API Keys