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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:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Wandb Weave Prompt Management
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Langchain ai Langchain Adding Partner Integration
Principles
- Principle:Ggml org Llama cpp Benchmarking
- Principle:Sktime Pytorch forecasting Distribution Loss
- Principle:Shiyu coder Kronos Candlestick Data Preparation
- Principle:Ollama Ollama Sampling Strategy
- Principle:Infiniflow Ragflow Tag Feature Management
- Principle:Online ml River Half Space Trees Anomaly Detection
- Principle:Elevenlabs Elevenlabs python Audio Sample Preparation
- Principle:Run llama Llama index Finetuned Model Retrieval
- Principle:Tensorflow Serving SavedModel Export
- Principle:Sktime Pytorch forecasting Recurrent Architecture
Implementations
- Implementation:Evidentlyai Evidently Metric Types
- Implementation:Kubeflow Pipelines Dsl Graph Component
- Implementation:Microsoft Onnxruntime CPU LSTM GradCompute
- Implementation:Mlc ai Mlc llm Orion Model
- Implementation:Treeverse LakeFS Java SDK Model UserCreation
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Save For TP
- Implementation:Open compass VLMEvalKit Qianfan VL
- Implementation:Farama Foundation Gymnasium Gymnasium Make
- Implementation:Openai Openai python Response Text Config
- Implementation:InternLM Lmdeploy Impl 16816
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:Apache Beam Executor Shutdown Ordering
Environments
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Sgl project Sglang Python Dependencies
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Sgl project Sglang CUDA SM100