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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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|---|---|---|
| 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:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
Principles
- Principle:MaterializeInc Materialize Release Prerequisite Verification
- Principle:Duckdb Duckdb JSON Processing
- Principle:Neuml Txtai Embeddings Configuration
- Principle:Groq Groq python Binary Response Handling
- Principle:CarperAI Trlx Offline RL Training
- Principle:Huggingface Datatrove Multilingual Word Tokenization
- Principle:Interpretml Interpret Partial Dependence Explanation
- Principle:NVIDIA DALI Video Reading
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:FlowiseAI Flowise Role Based Access Control
Implementations
- Implementation:Heibaiying BigData Notes HdfsUtils HDFS Operations
- Implementation:Langchain ai Langgraph Pregel Stream With Interrupts
- Implementation:Langgenius Dify Web Entrypoint
- Implementation:Mlc ai Mlc llm Dispatch KV Cache Creation
- Implementation:Guardrails ai Guardrails Instructions
- Implementation:CrewAIInc CrewAI Scrape Element Tool
- Implementation:Groq Groq python Completions Create
- Implementation:Microsoft Playwright FrameSelectors
- Implementation:Rapidsai Cuml Tree SHAP
- Implementation:Infiniflow Ragflow Canvas Run
Heuristics
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Wandb Weave Retry And Error Handling
Environments
- Environment:HKUDS AI Trader API Credentials
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:CrewAIInc CrewAI Python Runtime Environment