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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:Googleapis Python genai Text Content Generation
- Workflow:Online ml River Online Clustering
- Workflow:Openai CLIP Zero shot image classification
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Deepseek ai Janus Multimodal Understanding
Principles
- Principle:Apache Flink Fatal Exception Classification
- Principle:Deepset ai Haystack Document Cleaning
- Principle:Zai org CogVideo Dataset Preparation
- Principle:SeldonIO Seldon core Experiment Execution
- Principle:Allenai Open instruct Streaming Generation Configuration
- Principle:CrewAIInc CrewAI Crew Assembly
- Principle:Haosulab ManiSkill IL Policy Evaluation
- Principle:Deepspeedai DeepSpeed Supervised Fine Tuning
- Principle:Lakeraai Pint benchmark HF Model Wrapping
- Principle:Openai Openai agents python Package Configuration
Implementations
- Implementation:Speechbrain Speechbrain Train LMAC
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Online ml River Metrics MAPE
- Implementation:Apache Druid RollupAnalysisPane
- Implementation:Heibaiying BigData Notes Spark Read External Data
- Implementation:Langfuse Langfuse CreateExperimentJobClickhouse
- Implementation:Neuml Txtai RDBMS Database
- Implementation:ArroyoSystems Arroyo Example Query Card
- Implementation:Kornia Kornia Depth Smoothness Loss
- Implementation:FlowiseAI Flowise CreateEditRoleDialog
Heuristics
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Run llama Llama index Evaluator LLM Selection
Environments
- Environment:Spotify Luigi Python Runtime
- Environment:Ollama Ollama CGo Runtime
- Environment:Apache Spark Python Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Sgl project Sglang Web
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Intel Ipex llm XPU Finetuning Environment