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1,118
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:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Apache Paimon Data Ingestion With Ray Sink
Principles
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:Predibase Lorax Chat Template Rendering
- Principle:Ollama Ollama GGUF Model Conversion GptOss
- Principle:Googleapis Python genai Image Result Processing
- Principle:DistrictDataLabs Yellowbrick Discrimination Threshold Analysis
- Principle:Huggingface Datatrove Duplicate Clustering
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Dagster io Dagster Materialization Metadata
- Principle:Zai org CogVideo Activation Normalization
Implementations
- Implementation:Haosulab ManiSkill PickSingleYCB
- Implementation:Tencent Ncnn ParamDict
- Implementation:Online ml River Imblearn HardSampling
- Implementation:Duckdb Duckdb HyperLogLog
- Implementation:Elevenlabs Elevenlabs python ProjectExternalAudioResponseModel
- Implementation:CARLA simulator Carla Python Commands Bindings
- Implementation:Tensorflow Serving Tfrt Saved Model Factory
- Implementation:Mit han lab Llm awq CLIPVisionTower
- Implementation:SeleniumHQ Selenium DevTools Event
- Implementation:Run llama Llama index GraphStore Types
Heuristics
- Heuristic:Scikit learn Scikit learn Random State Management
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies