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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:Mistralai Client python Streaming Chat Completion
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Openai Evals Running a single eval
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Openai Whisper Audio Transcription
- Workflow:Huggingface Trl GRPO Training
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Zai org CogVideo Video Captioning
- Workflow:ArroyoSystems Arroyo UDF Development
Principles
- Principle:Langchain ai Langchain Package Configuration
- Principle:Anthropics Anthropic sdk python API Request Execution
- Principle:Trailofbits Fickling Pickle Scanner Benchmarking
- Principle:Liu00222 Open Prompt Injection Combined Attack Injection
- Principle:Volcengine Verl FSDP Distributed Training
- Principle:Duckdb Duckdb Performance Regression Detection
- Principle:Langchain ai Langgraph Release Automation
- Principle:Princeton nlp Tree of thought llm Naive Baseline Sampling
- Principle:Openai Openai agents python Agent Definition
- Principle:OpenGVLab InternVL Vision Language Projection
Implementations
- Implementation:Cypress io Cypress Component Config Options
- Implementation:Microsoft Playwright DefaultFontFamilies
- Implementation:MarketSquare Robotframework browser WebApp State Keywords
- Implementation:Elevenlabs Elevenlabs python VoicesClient Search
- Implementation:Microsoft Playwright CssParser
- Implementation:Farama Foundation Gymnasium CliffWalkingEnv
- Implementation:Haotian liu LLaVA DeepSpeed ZeRO Configuration
- Implementation:Apache Druid HistoryDialog
- Implementation:Openai Openai node ChatCompletionStream Class
- Implementation:CARLA simulator Carla World Apply Settings For Sync
Heuristics
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:BerriAI Litellm SSL Cipher Optimization
Environments
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing