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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:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Mistralai Client python Chat Completion
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Kornia Kornia Edge Detection Pipeline
Principles
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:Deepseek ai Janus Conversation Formatting
- Principle:AUTOMATIC1111 Stable diffusion webui Startup Performance Profiling
- Principle:Puppeteer Puppeteer Browser Version Verification
- Principle:Apache Druid Dimension Measure Configuration
- Principle:CARLA simulator Carla Recording Introspection
- Principle:Deepset ai Haystack In Memory Document Storage
- Principle:Online ml River Online Logistic Regression
- Principle:Microsoft Semantic kernel Vector Store Data Model
- Principle:Sail sg LongSpec Evaluation Callback Pipeline
Implementations
- Implementation:Duckdb Duckdb Catch Test Framework
- Implementation:Microsoft Agent framework BaseChatClient As Agent
- Implementation:Kserve Kserve LLM Decode Worker DP Config
- Implementation:Eventual Inc Daft Download
- Implementation:Ggml org Llama cpp Finetune
- Implementation:Microsoft Playwright FormData
- Implementation:Apache Druid MeasureMenu
- Implementation:Mlc ai Mlc llm Threaded Engine
- Implementation:BerriAI Litellm App Crypto
- Implementation:Heibaiying BigData Notes Hive Create Database
Heuristics
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
Environments
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Iterative Dvc Remote Storage Backends
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Sgl project Sglang CPU Runtime
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment