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1,118
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:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
Principles
- Principle:Eric mitchell Direct preference optimization Log Probability Extraction
- Principle:Microsoft BIPIA Black Box Defense Configuration
- Principle:Vllm project Vllm Constrained Sampling Configuration
- Principle:Heibaiying BigData Notes Storm Topology Deployment
- Principle:Kserve Kserve Storage Credentials
- Principle:Deepspeedai DeepSpeed Accelerator Abstraction
- Principle:Apache Flink Data Generation
- Principle:Lucidrains X transformers Aligned Model Evaluation
- Principle:Ollama Ollama ThinkingSupport
- Principle:Mlflow Mlflow Model Version Management
Implementations
- Implementation:Google deepmind Mujoco MJWarp Collision Primitive Core
- Implementation:Googleapis Python genai GenerateContentResponse Access
- Implementation:LLMBook zh LLMBook zh github io DPOTrainer Train
- Implementation:ArroyoSystems Arroyo Polling Http Connector
- Implementation:Ggml org Llama cpp Batch Header
- Implementation:NVIDIA DALI NVML Utilities
- Implementation:Hpcaitech ColossalAI DocumentLoader
- Implementation:Openai Openai agents python Handoff Helper
- Implementation:Hiyouga LLaMA Factory Ploting
- Implementation:Scikit learn Scikit learn PLSRegression
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
Environments
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Apache Flink Java Build Environment