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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:Openai Openai node Streaming To Client
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Volcengine Verl Data Preprocessing For RL
Principles
- Principle:Nightwatchjs Nightwatch Results And Reporting
- Principle:Apache Kafka Remote Push
- Principle:DataTalksClub Data engineering zoomcamp Spark Session Initialization
- Principle:Langchain ai Langchain Chat Model Implementation
- Principle:Triton inference server Server QA Trace Analysis
- Principle:Ucbepic Docetl Operation Definition
- Principle:SqueezeAILab ETS Tree Node Expansion
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:Huggingface Datasets Video Feature Handling
- Principle:Kornia Kornia Image Loading
Implementations
- Implementation:Ucbepic Docetl Directive Registry
- Implementation:Allenai Open instruct PolicyTrainerRayProcess
- Implementation:InternLM Lmdeploy Gemm SmemCopy
- Implementation:Scikit learn Scikit learn LocallyLinearEmbedding
- Implementation:Explodinggradients Ragas ContextEntityRecall Metric
- Implementation:FMInference FlexLLMGen Transformers Setup
- Implementation:Apache Shardingsphere ShadowTableHintDataSourceMappingsRetriever Retrieve
- Implementation:CARLA simulator Carla Content Clone
- Implementation:Apache Airflow BaseStatsLogger Protocol
- Implementation:Google deepmind Mujoco USD Mujoco To USD
Heuristics
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
Environments
- Environment:Sgl project Sglang Prometheus
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Apache Druid Web Console Development