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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:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
Principles
- Principle:Langgenius Dify Prompt Template Design
- Principle:Microsoft Autogen Tool Execution Loop
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:Groq Groq python Response Model Construction
- Principle:MarketSquare Robotframework browser HTTP Request Execution
- Principle:Ggml org Llama cpp Embedding Computation
- Principle:Openclaw Openclaw Credential Acquisition
- Principle:VainF Torch Pruning YOLO Architecture Adaptation
- Principle:DataTalksClub Data engineering zoomcamp Parquet Data Ingestion
- Principle:Datahub project Datahub V2 Client Setup
Implementations
- Implementation:Google deepmind Mujoco JAX Experimental Custom Call
- Implementation:Kornia Kornia Quaternion
- Implementation:Sgl project Sglang Build Regex From Object
- Implementation:Apache Druid ShowJsonOrStages
- Implementation:Pyro ppl Pyro Einsum Example
- Implementation:Rapidsai Cuml Make Blobs
- Implementation:Apache Druid RuleEditor
- Implementation:TobikoData Sqlmesh Story ModelLineage
- Implementation:Turboderp org Exllamav2 ExLlamaV2DeviceContext
- Implementation:SeleniumHQ Selenium Closure BrowserEvent
Heuristics
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
Environments
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Apache Kafka Gradle Build Environment
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Microsoft Semantic kernel DotNet SDK Environment