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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:Triton inference server Server Custom Container Build
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Duckdb Duckdb Benchmark Execution
Principles
- Principle:Langfuse Langfuse Trace Sampling
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:Vllm project Vllm LoRA Output Processing
- Principle:Langchain ai Langchain Production Publishing
- Principle:AUTOMATIC1111 Stable diffusion webui Weight interpolation methods
- Principle:Ggml org Ggml Prompt Guided Mask Decoding
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:CARLA simulator Carla NPC Vehicle Configuration
- Principle:ARISE Initiative Robomimic Observation Visualization Debugging
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
Implementations
- Implementation:NVIDIA TransformerEngine JAX XLA Attention
- Implementation:Scikit learn Scikit learn NeighborsBase
- Implementation:Sdv dev SDV Get Column Pair Plot
- Implementation:Online ml River Cluster KMeans
- Implementation:Apache Druid CompactionHistoryDialog
- Implementation:Princeton nlp Tree of thought llm Get Proposals
- Implementation:Helicone Helicone UseColumnResize
- Implementation:Puppeteer Puppeteer Page SetRequestInterception
- Implementation:DataExpert io Data engineer handbook Docker Compose PostgreSQL Stack
- Implementation:Sgl project Sglang Flash Attention Interface
Heuristics
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Onnx Onnx External Data Path Security
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
Environments
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Spotify Luigi Tornado Web Server
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Apache Druid Druid Cluster Api
- Environment:Run llama Llama index OpenAI API Configuration