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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:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Openai Openai agents python Multi Agent Handoff
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Shiyu coder Kronos Single Series Prediction
Principles
- Principle:ARISE Initiative Robosuite Environment Factory
- Principle:Apache Paimon Manifest Management
- Principle:Microsoft Autogen Graph Flow Configuration
- Principle:Eventual Inc Daft Type Casting
- Principle:Groq Groq python SDK Type Guards and Data Preparation
- Principle:Ollama Ollama GGUF Model Conversion Bert
- Principle:Microsoft Onnxruntime Tensor Construction
- Principle:PacktPublishing LLM Engineers Handbook SageMaker Model Deployment
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Risingwavelabs Risingwave Workspace Dependency Management
Implementations
- Implementation:NVIDIA NeMo Curator Image Convert Stage
- Implementation:Bentoml BentoML Framework TensorFlow
- Implementation:Microsoft Playwright Comparators
- Implementation:Open compass VLMEvalKit MMHelix Sudoku Eval
- Implementation:Evidentlyai Evidently Task Configuration Classes
- Implementation:Rapidsai Cuml LARS Solver
- Implementation:Predibase Lorax Chat Completions Handler
- Implementation:Facebookresearch Habitat lab NavDataset
- Implementation:Haosulab ManiSkill TwoRobotPickCube
- Implementation:Apache Paimon IndexedSplit Result Retrieval
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
Environments
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Open compass VLMEvalKit GPU CUDA Environment