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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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|---|---|---|
| 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:Huggingface Datatrove Summary Statistics
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Neuml Txtai Semantic Search
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
Principles
- Principle:Rapidsai Cuml Multi GPU Linear Algebra
- Principle:Openclaw Openclaw Extension Verification
- Principle:Apache Hudi Clustering Execution
- Principle:Openai Openai agents python Computer Use
- Principle:DataTalksClub Data engineering zoomcamp Kafka Consumer Pattern
- Principle:Helicone Helicone Prompt Management
- Principle:TobikoData Sqlmesh Dbt Full Conversion
- Principle:Tensorflow Serving Hardware Tuning
- Principle:Mit han lab Llm awq Checkpoint Preparation
- Principle:OpenGVLab InternVL Weight Format Conversion
Implementations
- Implementation:DistrictDataLabs Yellowbrick FrequencyVisualizer
- Implementation:EvolvingLMMs Lab Lmms eval VDC Video Captioning Utils
- Implementation:Microsoft Onnxruntime CPU TrainingSplit
- Implementation:OpenRLHF OpenRLHF Broadcast to vllm
- Implementation:Tensorflow Serving Tfrt Http Rest Api Handler Test
- Implementation:Huggingface Optimum QuestionAnsweringProcessing
- Implementation:Kserve Kserve Paddle Image Preprocess
- Implementation:NVIDIA NeMo Aligner CriticServerTrainer Run
- Implementation:Pyro ppl Pyro GuideMessenger
- Implementation:Pytorch Serve Custom Metrics Handler
Heuristics
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
Environments
- Environment:Openai Openai python Realtime WebSocket
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Vllm project Vllm Environment Variables
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Kserve Kserve Cert Manager
- Environment:Vllm project Vllm GitHub