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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:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:BerriAI Litellm Response Caching
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
Principles
- Principle:Ggml org Llama cpp ConstrainedGeneration
- Principle:Infiniflow Ragflow Task Queue Consumption
- Principle:PacktPublishing LLM Engineers Handbook Document Cleaning
- Principle:Vllm project Vllm Streaming Response Handling
- Principle:Pytorch Serve vLLM Inference
- Principle:Scikit learn Scikit learn Feature Importance Analysis
- Principle:Huggingface Alignment handbook QLoRA Quantized Finetuning
- Principle:Mistralai Client python Stream Event Processing
- Principle:Ggml org Ggml Vision Model Loading
- Principle:LMCache LMCache Disaggregated Shutdown
Implementations
- Implementation:Tensorflow Tfjs Metrics Test
- Implementation:Nightwatchjs Nightwatch Nightwatch Module Exports
- Implementation:MarketSquare Robotframework browser Pdf Grpc Handlers
- Implementation:Huggingface Diffusers ControlNet Pipeline Call
- Implementation:Langchain ai Langchain ChatModelUnitTests Subclass
- Implementation:Ggml org Ggml Cpu x86 cpu feats
- Implementation:Infiniflow Ragflow TagItem Component
- Implementation:Speechbrain Speechbrain Train Switchboard Transformer
- Implementation:Online ml River Optim NesterovMomentum
- Implementation:Farama Foundation Gymnasium Vector RecordEpisodeStatistics
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
Environments
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Triton inference server Server Docker Container Build
- Environment:HKUDS AI Trader API Credentials
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv