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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:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Mistralai Client python Function Calling
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
Principles
- Principle:InternLM Lmdeploy Response Processing
- Principle:Huggingface Diffusers Single File Loading
- Principle:Neuml Txtai Index Update
- Principle:Openai Openai node Tool Definition
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Scikit learn contrib Imbalanced learn Under Sampling Base Abstraction
- Principle:Langgenius Dify SecurityValidation
- Principle:Turboderp org Exllamav2 Quantization Sensitivity Measurement
- Principle:Zai org CogVideo Diffusion Sampling
Implementations
- Implementation:Open compass VLMEvalKit MMHelix Bridges Eval
- Implementation:Helicone Helicone AI Gateway OpenAPI Spec
- Implementation:Lance format Lance Java WriteDatasetBuilder
- Implementation:Teamcapybara Capybara Minitest Assertions
- Implementation:Google deepmind Dm control Composer Variation
- Implementation:Google deepmind Dm control Suite Dog
- Implementation:Pyro ppl Pyro Poutine Condition
- Implementation:Allenai Open instruct SFTDatasetProcessor
- Implementation:Scikit learn Scikit learn KernelDensity
- Implementation:Deepspeedai DeepSpeed XPU Adam SYCL
Heuristics
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Spotify Luigi Python Runtime
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Langchain ai Langgraph Postgres Checkpoint Environment
- Environment:Sgl project Sglang ROCm
- Environment:Apache Airflow Database Backend Environment