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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:Dagster io Dagster ML Pipeline
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Microsoft Agent framework Basic Agent Creation
- Workflow:Openai Openai node Streaming To Client
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Groq Groq python Text To Speech
Principles
- Principle:Eventual Inc Daft Table Listing
- Principle:Guardrails ai Guardrails Stream Result Handling
- Principle:Truera Trulens LangGraph Agent Construction
- Principle:CrewAIInc CrewAI Flow Class Definition
- Principle:Apache Paimon Table Writing
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Puppeteer Puppeteer Dynamic Content Waiting
- Principle:Langchain ai Langchain Streaming Routing
- Principle:NVIDIA NeMo Aligner SteerLM Training
- Principle:Openclaw Openclaw Cloud Deployment Configuration
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui Image Viewer
- Implementation:NVIDIA NeMo Curator FileUtils
- Implementation:Lance format Lance LegacyBasicEncoding
- Implementation:Hiyouga LLaMA Factory WebUI Locales
- Implementation:Ggml org Ggml Cann aclnn ops api
- Implementation:Microsoft BIPIA Clean Response Inference
- Implementation:Langchain ai Langgraph Pregel Get State History
- Implementation:AUTOMATIC1111 Stable diffusion webui Extensions Tab JS
- Implementation:CrewAIInc CrewAI RAG YouTube Channel Loader
- Implementation:Speechbrain Speechbrain Prepare Voicebank MTL
Heuristics
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Zai org CogVideo Data Preparation Best Practices
Environments
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Huggingface Diffusers Attention Backends
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Togethercomputer Together python API Credentials
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime