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1,118
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:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
Principles
- Principle:Interpretml Interpret LIME Tabular Explanation
- Principle:Iterative Dvc Stage Freshness Detection
- Principle:Langchain ai Langchain Input Preparation For Streaming
- Principle:Webdriverio Webdriverio Test Configuration Parsing
- Principle:Facebookresearch Audiocraft Flow Matching Generation
- Principle:Unslothai Unsloth LoRA Adapter Injection
- Principle:Interpretml Interpret Synthetic Data
- Principle:Neuml Txtai Training Data Preparation
- Principle:Neuml Txtai Base Model Configuration
- Principle:Intel Ipex llm Environment Validation
Implementations
- Implementation:LaurentMazare Tch rs Min GPT
- Implementation:Infiniflow Ragflow DataflowChunker Component
- Implementation:Heibaiying BigData Notes Hive Load and Insert Data
- Implementation:Treeverse LakeFS Java SDK Model PresignMultipartUpload
- Implementation:Hiyouga LLaMA Factory Data Formatter
- Implementation:Norrrrrrr lyn WAInjectBench text ensemble detect
- Implementation:MaterializeInc Materialize Bump Version Tool
- Implementation:Groq Groq python Completions Create
- Implementation:Ggml org Llama cpp Preset Header
- Implementation:Mlc ai Mlc llm CLI Help
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
Environments
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Allenai Open instruct Docker Container
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Huggingface Datatrove Python Runtime
- Environment:Apache Dolphinscheduler Database Backend